Methods for treating insulin resistance and for sensitizing patients to GLP1 agonist therapy

ABSTRACT

Methods for treatment of insulin resistance and type II diabetes by administration of inhibitors of the PKI pathway are provided. In some aspects, inhibitors of the PKI pathway, such as inhibitors of PIKB, HIF1 and/or mTOR, can be used to treat subject having insulin resistance who are refractory to GLP1 agonist therapy.

This application is a national phase application under 35 U.S.C. § 371 of International Application No. PCT/US2015/029411, filed May 6, 2015, which claims the benefit of U.S. Provisional Patent Application Nos. 61/989,108, filed May 6, 2014, and 62/113,670, filed Feb. 9, 2015, each of which are incorporated herein by reference.

The invention was made with government support under Grant Nos. R01-DK049777, R01-DK083834, and R01-DK091618 awarded by the National Institutes of Health. The government has certain rights in the invention.

INCORPORATION OF SEQUENCE LISTING

The sequence listing that is contained in the file named “CLFR_P0422WO_ST25.txt”, which is 49 KB (as measured in Microsoft Windows®) and was created on May 5, 2015, is filed herewith by electronic submission and is incorporated by reference herein.

BACKGROUND OF THE INVENTION

1. Field of the Invention

The present invention relates generally to the field of molecular biology and endocrinology. More particularly, it concerns methods for the treatment of elevated serum glucose, insulin resistance and diabetes mellitus.

2. Description of Related Art

Regulation of glucose homoeostasis in the bloodstream must be tightly controlled to maintain healthy metabolic function. Low serum glucose levels (hypoglycemia) can lead to weakness, headaches, confusion, and if unchecked, ultimately convulsions, coma, and death. On the other hand, hyperglycemia causes excess urine production, thirst, weight loss, fatigue, and in severe cases can also result in coma and death. Chronically high blood sugar also causes long term tissue damage that may contribute to diabetic complications, such as blindness, kidney failure, impotence, atherosclerosis, and increased vulnerability to infection.

In a healthy subject, pancreatic tissue is responsible for secretion of hormones that regulate serum glucose homeostasis. After a meal, when blood glucose levels rise, secretion of insulin lowers blood sugar by stimulating tissue glucose uptake (the primary tissue responsible being skeletal muscle). Conversely, when serum glucose levels fall, secretion of glucagon stimulates the liver to release stored glucose into the blood stream.

Diabetes mellitus is an increasingly common disorder around the world, characterized by chronically elevated serum glucose levels. Classically, diabetes segregates into two distinct groups that require alternative therapeutic approaches. Type 1 diabetes, is primarily caused by an inability of the subject to produce sufficient insulin to regulate blood sugar. On the other hand, type 2 diabetes is characterized by a reduced ability to respond to serum insulin, a state know as insulin resistance. Treatment of both types of diabetes can involve the administration of insulin, however, frequent insulin injections are both expensive and burdensome, involving the need for constant blood sugar assessment to regulate and time insulin dosing.

SUMMARY OF THE INVENTION

Embodiments of the instant invention as based on the finding that log-term activation of beta cells results in a feedback response mediated by the Protein Kinase Inhibitor (PKI) pathway, which prevents further activation of the beta cells. Without being bound by any particular mechanism, it is proposed that the prolonged activation of beta cells results in an effective de-differentiation of the cells thereby rendering them significantly less effective regulating glucose homeostasis. Methods provided herein may allow for “reactivation” (or prevention of deactivation) of beta cells by the use to inhibitors of the PKI pathway. Thus, in some aspects, inhibitors of the PKI pathway may be used to sensitize a subject to treatment with a conventional therapeutic for insulin resistance such as GLP1 agonists.

In a first embodiment there is provided a method of treating a subject having insulin resistance comprising administering an effective amount of an inhibitor of the PKI pathway to the subject having insulin resistance. For instance, in some aspects, the inhibitor of the PKI pathway is an inhibitor of the PKIA, PKIB or PKIG pathway. In certain aspects the inhibitor of the PKIB pathway is an inhibitor of PIKB (e.g., an inhibitor nucleic acid, which reduced expression of PKIB), a HIF1 inhibitor or a mTOR inhibitor. In still further aspects, a subject for treatment according the embodiments is a subject who has been diagnosed with type 2 diabetes, such as a subject with type 2 diabetes who is resistant to the a Glucagon-like peptide-1 (GLP1) agonist therapy.

Thus, in a further embodiment, there is provided method for treating a subject having insulin resistance comprising administering an effective amount of a PKI pathway inhibitor to a subject who has been determined to be resistant to a GLP1 agonist therapy. For instance, in some aspects, the inhibitor of the PKI pathway is an inhibitor of the PKIA, PKIB, or PKIG pathway. In further aspects, the PKI pathway inhibitor is a PKIB pathway inhibitor selected from the group consisting of an inhibitor of PKIB, a mTOR inhibitor and a HIF1 inhibitor.

In still further aspects, a method of the embodiments comprises administering a GLP1 agonist to the patient in conjunction with the PKI pathway inhibitor (e.g., a PKIA, PKIB or PKIG pathway inhibitor). For example, a PKI pathway inhibitor may be administered before, after or essentially simultaneously with the GLP1 agonist. A skilled artisan will recognize that, in some aspects, certain PKI pathways inhibitors (e.g., HIF1 inhibitors and mTOR inhibitors) operate in opposition to the acute effects of GLP1 agonists. Accordingly, in preferred aspects, PKI pathway inhibitors are administered prior to treatment with a GLP1 agonist. For example, in a subject identified as resistant to GLP1 agonist therapy, the subject may be administered one, two, three or more doses of a PKI pathways inhibitor (e.g., over a period of 1, 2, 3, 4, 5, or more days) prior administering (or resuming administration) of a GLP1 agonist therapy. Thus, in some aspects, a subject resistant to GLP1 agonist therapy is alternatively administered a PKI pathway inhibitor of the embodiments and a GLP1 agonist. For example, a subject may be administered a GLP1 agonist over a period of 1, 2, 3, 4, weeks or more and then the therapy replaced with a period of treatment with a PKI pathway inhibitor for a period of 1, 2, 3, 4, 5 days or more before resuming GLP1 agonist therapy. For course, in some aspects, a subject undergoing treatment according to the embodiments may be administered one or more secondary treatment along with a GLP1 agonist and/or PKI pathways inhibitor therapy (e.g., the subject may be treated with a insulin, such as along-acting insulin (insulin glargine; Lantus®).

Certain aspects of the embodiments concern treatment of subject who are resistant to a GLP1 agonist therapy. As used herein a “GLP1 agonist therapy” refers both treatment with a GLP1 agonist per se (e.g., Exenatide (Byetta®), Liraglutide, Taspoglutide, Albiglutide or Lixisenatide) and to treatments that induce production of endogenous GLP1 agonists such as dipeptidyl peptidase 4 (DPP-4) inhibitors (e.g., Sitagliptin (Januvia), Vildagliptin (Galvus), Saxagliptin (Onglyza), Linagliptin, Anagliptin, Teneligliptin, Alogliptin, Gemigliptin or Dutogliptin). Thus, as used herein, a subject who is “resistant to a GLP1 agonist therapy” refers to a subject who exhibits insignificant reductions in blood glucose (or reductions in blood glucose that not sufficient to control disease) in response to a GLP1 agonist therapy. In some aspects, a subject who is resistant to GLP1 agonist therapy is a subject who has developed GLP1 agonist resistance, such as a subject who is being treated with a GLP1 agonist therapy, but who exhibits decreasing response to the therapy over time.

As further detailed herein, some aspects of the embodiments concern administering a PKI pathway inhibitor to a subject in conjunction with a GLP1 agonist (or a DPP-4 inhibitor). Again as used here a “GLP1 agonist” refers both to agonist molecules per se (including molecules having combined GLP1 and GIP agonist activity) as well as molecules that increase endogenous incretin, such as DPP-4 inhibitors. Thus, in some aspects, a GLP1 agonist for use according to the embodiments can comprise exenatide, bydureon, liraglutide, albiglutide, taspoglutide or lixisenatide. In some aspects, the GLP1 agonist is exenatide. In further aspects, a PKI pathway inhibitor is administered in conjunction with a DPP-4 inhibitor such as sitagliptin (MK-0431), vildagliptin (LAF237), saxagliptin, linagliptin, dutogliptin, gemigliptin, berberine, and alogliptin. Further GLP1 agonists and DPP-4 inhibitors for use according to the embodiments are detailed herein below.

Further aspects of the embodiments concern administration of PKI inhibitors to a subject. For example, in some aspects, the PKI inhibitor is an inhibitor of PKIB. In some aspects, an inhibitor of PKIB can be an inhibitory nucleic acid, such as a nucleic acid that is complimentary to all of part of a PKIB mRNA (e.g., as provided in SEQ ID NO: 2, SEQ ID NO: 4, SEQ ID NO: 5, SEQ ID NO: 6, SEQ ID NO: 7 or SEQ ID NO: 8). In certain preferred aspects the inhibitory nucleic acid is an RNA such as a dsRNA, siRNA, miRNA or shRNA. In still further aspects, a PKI inhibitor for use according to the embodiments is an inhibitor of PKIA. For example, an inhibitor of PKIA can be an inhibitory nucleic acid, such as a nucleic acid that is complimentary to all of part of a PKIA mRNA (e.g., as provided in SEQ ID NO: 10 and SEQ ID NO: 11). In certain preferred aspects the inhibitory nucleic acid is an RNA such as a dsRNA, siRNA, miRNA or shRNA. In yet further aspects, a PKI inhibitor for use according to the embodiments is an inhibitor of PKIG. For example, an inhibitor of PKIG can be an inhibitory nucleic acid, such as a nucleic acid that is complimentary to all of part of a PKIG mRNA (e.g., as provided in SEQ ID NO: 12, SEQ ID NO: 13, SEQ ID NO: 14, SEQ ID NO: 15 and SEQ ID NO: 16). In certain preferred aspects the inhibitory nucleic acid is an RNA such as a dsRNA, siRNA, miRNA or shRNA.

Yet further aspects of the embodiments concern PKI pathway inhibitors such as mTOR inhibitors. For example, in preferended aspects, the mTOR inhibitor is a small molecule mTOR inhibitor such as sirolimus, everolimus, temsirolimus, zotarolimus, tacrolimus, SAR543, ascomycin, deferolimus, AP23841, KU-0063794, INK-128, EX2044, EX3855, EX7518, AZD08055, OSI-027, WYE-125132, XL765, NV-128, WYE-125132 or EM101/LY303511. In further preferred aspects the mTOR inhibitor is a rapamycin or rapamycin derivative, in particular sirolimus or everolimus rapamycin. Further mTOR inhibitors for use according to the embodiments are detailed herein below.

Still further aspects of the embodiments concern PKI pathway inhibitors, which are HIF1 inhibitors. For example, in some aspects the HIF1 inhibitor comprises FG-4592, IOX2, 2-Methoxyestradiol (2-MeOE2), CL67, CAY10585 (CAS 934593-90-5), sc-205346 (CAS 934593-90-5), Chetomin (CAS 1403-36-7) or Chrysin (CAS 480-40-0). Further HIF1 inhibitors for use according to the embodiments are detailed herein below.

In preferred aspects, a subject of the embodiments is a human subject. In some aspects, a subject having insulin resistance according to the embodiments is subject diagnosed with a metabolic disease selected from the group consisting of type 2 diabetes; metabolic syndrome; nonalcoholic fatty liver disease; and/or polycystic ovarian syndrome.

In a further embodiment there is provided a method for treating a cancer, such as a cancer associated with diabetes, comprising administering an effective amount of an inhibitor of PKIB. For example, in some aspects the diabetes associated cancer is liver cancer, pancreatic cancer, colorectal cancer, kidney cancer, breast cancer, bladder cancer, endometrial cancer or non-Hodgkin's lymphoma. In some aspects, an inhibitor of PKIB can be an inhibitory nucleic acid, such as a nucleic acid that is complimentary to all of part of a PKIB mRNA (e.g., as provided in SEQ ID NO: 2, SEQ ID NO: 4, SEQ ID NO: 5, SEQ ID NO: 6, SEQ ID NO: 7 or SEQ ID NO: 8). In certain preferred aspects, the inhibitory nucleic acid is an RNA such as a dsRNA, siRNA, miRNA or shRNA.

It will also be understood that, in some embodiments, methods are provided for treating mammalian diseases that that involve insulin resistance and/or chronic elevation of serum insulin levels. Thus, in some aspects methods are provided to treat and/or prevent the pathologic onset of type 2 diabetes, metabolic syndrome, nonalcoholic fatty liver disease and/or polycystic ovarian syndrome in a subject. These methods may involve increasing insulin-sensitivity in the subject. As described above methods of the embodiments involve administering a PKIB pathway inhibitor to a subject, such as a subject that is resistant to a GLP1 agonist therapy. In certain embodiments, methods according the embodiments can be used to delaying the onset of a disease, such as type 2 diabetes, in a subject at risk for developing the disease or with a genetic predisposition for such a disease. As used here “at risk” subjects can include but is not limited to obese subjects or aged individuals. Furthermore, at risk subjects may have chronic elevated blood insulin, triglycerides or glucose levels and/or have high blood pressure.

Methods according to the embodiments may also be used in combination with other therapeutic strategies that are known to those of skill in the art. For example, in certain aspects, methods may be used in combination with insulin administration. In this case, such methods may reduce the amount of insulin that must administered and/or the frequency at which the insulin is administered. Other compounds that are known in the art to be effective for regulating glucose homeostasis include sulfonylureas, alpha-glucosidase inhibitors, thiazolidinediones, motformin and repaglinide. Thus, methods of the embodiments may additionally comprise, administering a sulfonylurea, an alpha-glucosidase inhibitor, a thiazolidinedione, motformin, or repaglinide to a subject. Combination treatment may be particularly preferred as they can reduce the effective concentrations of each therapeutic compound used and thus limit undesirable side effects of the compounds.

In still further embodiments of the present invention relate to a pharmaceutical preparation comprising a GLP1 agonist (DPP-4 inhibitor) and PKI pathway inhibitor. For example, such a pharmaceutical preparation may be formulated for oral, intravenous or subcutaneous administration, depending on the particular molecules comprised in the formulation.

In yet a further embodiment there is provided a composition comprising PKI pathway inhibitor (e.g., a PKIB pathway inhibitor) for use in treating a subject having insulin resistance and who has been determined to be resistant to GLP1 agonist therapy. In some specific aspects such a composition comprises an inhibitor of PKIB, a mTOR inhibitor and/or HIF1 inhibitor.

In still yet a further embodiment a composition is provided comprising an inhibitor of the PKIB for use in treating a subject having insulin resistance. For example, in some aspects the inhibitor of the PKIB is an inhibitory nucleic acid that is complimentary to all or part of the PKIB mRNA.

In still a further embodiment there is provided an assay method comprising (a) obtaining a sample from the subject suspected of having impaired islet function; and (b) measuring the level of PKIB mRNA or protein in the sample. In a further embodiment a method is provided for determining whether a subject has impaired islet function comprising (a) obtaining a sample from the subject; and (b) measuring the level of PKIB mRNA or protein in the sample, wherein an elevated level of PKIB indicates impaired islet function. In some aspects, a sample for use according to the embodiments may be a solid tissue sample or a biological fluid (e.g., a blood urine or saliva sample). In certain aspects, measuring a level of PKIB in the sample comprises measuring the level of mRNA (e.g., by RT-PCR). In still further aspects, measuring the level of PKIB can comprise measuring a level of PKIB protein in the sample (e.g., such as by use of a PKIB-binding antibody). Specific assay methods that may be used include, without limitation, an ELISA, an immunoassay, a radioimmunoassay (RIA), Immunohistochemistry, an immunoradiometric assay, a fluoroimmunoassay, a chemiluminescent assay, a bioluminescent assay, a gel electrophoresis or a Western blot analysis.

As used herein the specification, “a” or “an” may mean one or more. As used herein in the claim(s), when used in conjunction with the word “comprising”, the words “a” or “an” may mean one or more than one.

The use of the term “or” in the claims is used to mean “and/or” unless explicitly indicated to refer to alternatives only or the alternatives are mutually exclusive, although the disclosure supports a definition that refers to only alternatives and “and/or.” As used herein “another” may mean at least a second or more.

Throughout this application, the term “about” is used to indicate that a value includes the inherent variation of error for the device, the method being employed to determine the value, or the variation that exists among the study subjects.

Other objects, features and advantages of the present invention will become apparent from the following detailed description. It should be understood, however, that the detailed description and the specific examples, while indicating preferred embodiments of the invention, are given by way of illustration only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description.

BRIEF DESCRIPTION OF THE DRAWINGS

The following drawings form part of the present specification and are included to further demonstrate certain aspects of the present invention. The invention may be better understood by reference to one or more of these drawings in combination with the detailed description of specific embodiments presented herein. The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.

FIG. 1: Impaired glucose tolerance in mice with a beta cell specific knockout of CRTC2. a. and b. Dephosphorylation and nuclear translocation of CRTC2 in INS1 (a) and mouse pancreaitc islets (b) following exposure to cAMP agonist forskolin (FSK) or KCl. c. Oral glucose tolerance testing (OGTT) of mice with a knockout of CRTC2 in beta cells (MIP-T2KO; indicated by filled black squares) relative to control littermates (*p<0.05; **p<0.01; ***p<0.001; n=10). d. Insulin tolerance testing of control and MIP-T2KO mice. e. Circulating insulin concentrations in MIP-T2KO (indicated by filled black squares) and control littermates 10 minutes following administration of glucose (**p<0.01: n=10). f. Effect of glucose alone (20 mM) or plus exendin (10 nM) on insulin secretion from primary cultured islets of MIP-T2KO and control littermates (**p<0.01; n=6). g. Insulin content in pancreatic islets from CRTC2 mutant or control littermates (*p<0.05; n=6). h. Effect of CRTC2 or dominant negative A-CREB over-expression on insulin secretion from INS1 cells (*p<0.05, ***p<0.001; n=5). Data are shown as mean±s.e.m.

FIG. 2: CRTC2 Stimulates MafA Expression. a. RNAseq analysis of INS1 cells exposed to FSK. Top genes upregulated 2-fold or better indicated. Effect of dominant negative A-CREB expression shown. b Immunohistochemical assay of MafA staining in islets from pancreatic sections of control and MIP-T2KO mice. Right, relative number of MafA positive cells in control and MIP-T2KO sections shown (**p<0.01; n=5). c. Effect of CRTC2 over-expression on MafA protein amounts in INS1 cells. Exposure to FSK indicated. d. Chromatin immunoprecipitation (ChIP) assay of INS1 cells showing amounts of CREB and CRTC2 recruited to the MafA promoter under basal conditions and following exposure to FSK (***p<0.001; n=6). e. Effect of MafA depletion on insulin secretion from INS1 cells (*p<0.05, **p<0.01; n=6). f. Effect of adenoviral GFP control or MafA over-expression on insulin secretion from MIP-T2KO mice islets compared to control (**p<0.01; n=6). Data are shown as mean±s.e.m.

FIG. 3: Disruption of the Beta cell CREB Pathway in chronic hyperglycemia. a. Relative induction of CREB target genes by FSK in cultured pancreatic islets from normal chow (NC) or high fat diet (HFD) fed mice. mRNA amounts for NR4A2 and MafA shown (**p<0.01; n=6). b. Effect of prolonged exposure to high glucose on FSK-induced increases in MafA protein amounts. c. Effect of chronic high glucose and adenoviral MafA expression on insulin secretion from INS1 cells (***p<0.001; n=6). d. Immunoblots showing effect of prolonged high glucose exposure on CREB phosphorylation (left) and on cellular PKA activity (right) in primary cultured mouse islets exposed to FSK. Effect of glucose on phosphorylation of LKB1 at a consensus PKA site (Ser431) also shown. e. RNAseq analysis of INS1 cells showing effect of prolonged exposure to high glucose on downregulation of cAMP inducible genes. Effect of FSK shown. f. Effect of high fat diet (HFD) feeding on PKIB mRNA (left) and protein expression (right) in mouse islets (**p<0.01; n=4). g. Effect of chronic high glucose treatment on nuclear shuttling of PKA catalytic subunit in INS1 cells exposed to FSK. Cytoplasmic (top) and nuclear (bottom) fractions shown. Data are shown as mean±s.e.m.

FIG. 4: PKIB Disrupts Beta Cell Function. a Immunoblots showing effect of dsAAV-MIP-PKIB expression on PKA activity using phospho-PKA substrate antibody (left) or phospho-CREB and phospho LKB antiserum (right) in MIN6 cells (n=4). b. Immunohistochemical analysis of GFP expression from AAV encoded EGFP virus in testis, liver and pancreas 10 days after injection (n=3). c. and d. Body weight (c) as well as circulating ad libitum glucose concentrations in mice infected with PKIB (the higher plot, indicated by filled black squares) or control EGFP (d) (**p<0.01, ***p<0.01; n=5) e. and f. Circulating glucose (OGTT) and insulin concentrations in mice following oral glucose administration (f) (**p<0.01, ***p<0.01; n=5). Data are shown as mean±s.e.m.

FIG. 5: Knockout of PKIB Improves Pancreatic Islet Function in insulin resistance. a. OGTT of PKIB (the lower plot, indicated by filled black squares knockout and control littermates maintained on a HFD for 12 weeks. (**p<0.01, ***p<0.01; n=6) b. Circulating insulin concentrations in control and PKIB mutant littermates under basal conditions and 10 minutes following oral glucose administration. Right, relative insulin content in isolated pancreatic islets (*p<0.05, ***p<0.01; n=6). c Immunohistochemical analysis showing MafA staining in pancreatic sections from HFD-fed control mice and PKIB−/− littermates. d. Time course of PKIB mRNA accumulation in INS1 cells exposed to FSK (n=4). e. Effect of mTORC1 inhibitor rapamycin on PKIB mRNA amounts in INS1 cells exposed to FSK for 14 hours (n=4). f. Effect of HIF-1α RNAi-mediated knockdown on PKIB mRNA levels in INS1 cells (n=4). g. ChiP assays showing effect of short (2 hr) or long term (16 hrs) exposure to FSK on HIF-1α occupancy over the PKIB promoter (***p<0.001; n=6). h. Feedback regulation of beta cell CREB activity in insulin resistance. Glucose and incretin dependent increases in CREB/CRTC2 activity during feeding promote the expression of IRS2, which in turn mediates induction of mTORC1 complexes. When hyperglycemia is prolonged, increases in HIF-1 protein trigger expression of PKIB, which down-regulates the CREB/CRTC2 pathway by binding to and inhibiting PKA. Data are shown as mean±s.e.m.

FIG. 6: The CREB Coactivator CRTC2 Stimulates MafA Expression. The CREB coactivator CRTC2 stimulates the expression of MafA and beta cell maturity genes in response to cAMP. a. CRTC2 expression in control versus MIP-T2KO (the higher plot, indicated by filled black squares) islets. b. Intra-peritoneal glucose tolerance testing (IPGTT) of mice with a knockout of CRTC2 in beta cells (MIP2-T2KO) relative to control littermates (*p<0.05; n=8). c. Effect of exendin-4 administration on IPGTT test in MIP-T2KO mice compared to control littermates (*p<0.05; **p<0.01, ***p<0.001. n=8). d. Quantitative-RT PCR analysis of Ins1 and Ins2 mRNA amounts in pancreatic islets from control and MIP-T2KO mice (*p<0.05, **p<0.01; n=5). e. RNAseq values showing Syt 4, 5 and 7 induction by FSK. f. Effect of FSK exposure on mRNA amounts for MafA and its target genes (G1p1r, Pdx1, Pc) in pancreatic islets from MIP-T2KO or control littermates (*p<0.05, **p<0.01. n=6). g. Sequences of CREB binding sites in mouse (SEQ ID NO. 77), rat (SEQ ID NO. 78), and human (SEQ ID NO. 79) MafA gene promoters. h. Effect of CRTC2 or A-CREB over-expression on MafA mRNA amounts in INS1 cells (**p<0.01, ***p<0.001. n=6). i. Effect of MafA knockdown (left) or over-expression (right) on insulin content in INS1 cells (*p<0.0, **p<0.01. n=6). j. Effect of MafA over-expression on insulin secretion in INS1 cells. Exposure to FSK indicated (*p<0.05. n=6).

FIG. 7: High Fat and Carbohydrate Diets Disrupt CREB Activity in beta cells. High fat diet and high carbohydrate diets reduce CREB activity and insulin secretion in response to cAMP agonist by promoting PKIB expression in beta cells. a. Q-PCR analysis of mRNAs for CREB target genes (Rgs2, Irs2) in cultured pancreatic islets from NC or HFD fed mice (*p<0.05, **p<0.01. n=4). b. Protein amounts for MafA in NC vs. HFD islets. c. Effect of GLU/FSK on insulin secretion from pancreatic islets of HFD compared to NC fed mice (**p<0.01. n=4). Effect of HCD feeding on body weight (d), fasting glucose (e) and glucose tolerance (f) (**p<0.01. n=5). HCD plot in FIG. 7f is the higher plot, indicated by filled black squares. g. Circulating concentrations of insulin 10 minutes following oral glucose administration (***p<0.001. n=5). h. Insulin secretion from cultured islets harvested from NC or HCD fed mice (***p<0.001. n=3). i. mRNA amounts for CREB target genes exposed to FSK as indicated (*p<0.05, **p<0.01. n=3).

FIG. 8: Effects of prolonged exposure to high glucose on CREB Activity. Prolonged exposure to high glucose disrupts CREB activity. Effect of chronic incubation (72 hours) in low (2.8 mM) or high (20 mM) glucose on mRNA amounts for CREB target genes (a) and MafA (b) in cultured pancreatic islets. Exposure to FSK indicated (*p<0.05, **p<0.01. n=6). c. Effect of chronic high glucose exposure and adenoviral MafA expression on insulin secretion from cultured pancreatic islets. Exposure to glucose/exendin indicated (**p<0.01,***p<0.001. n=6) d.-f. Immunoblots of phospho-CREB showing effects of chronic exposure to high glucose (d) as well as HFD or HCD feeding (e and f) on phosphorylation of CREB in primary cultured islets exposed to FSK (n=4). g. Effect of chronic glucose exposure on cAMP accumulation in INS1 cells exposed to FSK (n=6).

FIG. 9: High Glucose Exposure stimulates expression of PKIB. Chronic increases in glucose exposure trigger expression of PKIB in pancreatic islets. a. Effect of prolonged exposure of cultured mouse islets to high glucose on induction of PKIB mRNA and protein (*p<0.05. n=4). b. mRNA amounts for PKIA, PKIB, and PKIG in INS1 cells maintained on high glucose as described above (*p<0.05. n=6). c. Effect of HFD feeding on PKIB mRNA amounts in islets versus other tissues (liver, skeletal muscle) (**p<0.01. n=4). d. Effect of HCD feeding on PKIB expression (**p<0.01. n=4). e. Immunostaining of mouse pancreatic islets showing relative colocalization of PKIB with glucagon or insulin (n=6). f. and g. mRNA amounts for MafA (f) and other CREB target genes (g) in human islets maintained under low (2.8 mM) or high (20 mM) glucose conditions for 3 days. Exposure to FSK for 2 hours shown (*p<0.05. n=4). h. and i. Effect of low and high glucose exposure on CREB phosphorylation (h) and PKIB mRNA accumulation (i). Exposure to FSK indicated (**p<0.01. n=4). j. Effect of exendin treatment on insulin secretion from human islets maintained under low or high glucose conditions (*p<0.05. n=3).

FIG. 10: Effect of HFD feeding on pancreatic islet function in PKIB knockout mice. The mTORC1/HIF1 pathway mediates induction of PKIB in response to chronic glucose stimulation. a. OGTT testing of PKIB KO (the lower plot, indicated by filled black squares) and wild-type littermates maintained on a normal chow diet (*p<0.05. n=5). b.-d. Relative body weight (b), fasting glucose concentrations (c) and insulin secretion from cultured pancreatic islets (d) of PKIB knockout and control littermates following 20 weeks of high fat diet (*p<0.05, ***p<0.001. n=5). e. and f. Effect of HIF1 knockdown or over-expression on mRNA amounts for PKIB in INS1 cells exposed to FSK as indicated (**p<0.01, ***p<0.001. n=3). g. and h. PKIB mRNA (g) and protein (h) amounts in cells exposed to prolyl hydroxylase inhibitor DMOG, which upregulates HIF1 protein levels in INS1 cells. Treatment with FSK indicated (**p<0.01. n=6).

DESCRIPTION OF ILLUSTRATIVE EMBODIMENTS

I. The Present Invention

Insulin resistance such as in type II diabetes mellitus is an increasingly common disorder around the world. However, despite extensive study the development of a wide range of therapeutics adequate control of the disease has proved to be challenging. GLP1 agonist based therapies such as Byetta® (exenatide), for example, while promising have provided to be ineffective in certain type II diabetes patients. Thus, there remains a significant need for new therapeutic approaches to treat insulin resistance.

Studies presented herein address an important and unrecognized underlying mechanism of beta cell dysfunction and insulin resistance. It was demonstrated that the induction of a compensatory growth pathway in response to nutrient stress impairs cell function by blocking the expression of a genetic program required for cellular maturation. In the short term, GLP1 and glucose promote the adaptive expansion of pancreatic islet mass through CREB mediated increases in mTORC1 activity that culminate in the induction of the HIF pathway (see, e.g., U.S. Pat. Publn. 20130143800, incorporated herein by reference). Importantly, however, when stimulation is prolonged HIF1 feeds back to inhibit CREB activity by stimulating the expression of PKIB and thereby blocking the activation of PKA in response to GLP1. Thus, while initially HIF1 and mTOR are involved in GLP1-mediated beta cell activation, after prolonged activation HIF1 and mTOR activity limit GLP1-mediated activation (i.e., via PKIB). Accordingly, by inhibiting the PKI pathway (e.g., with an inhibitor of HIF1, mTOR or PKIB) the activity of the GLP1 activation pathway can be restored.

The studies presented are of particular interest given that a sizable percentage of type II diabetic patients appear to be unresponsive to GLP1 agonist therapy (Hall et al., 2013; Preumont et al., 2012; Buysschaert et al., 2012). Such GLP1 agonist resistance is likely mediated, at least in part, by up-regulation of PKIs (e.g., PKIA and PKIB). Accordingly, inhibitors of PKI or PKI pathway components (such as inhibitors of HIF1 or mTOR) could be used to restore sensitivity to GLP1 agonist therapy or treat subject that have a resistance to GLP1 agonist therapies. Thus, the methodologies provided herein can provide avenues for treatment of insulin resistance also was significantly increasing the effectiveness of currently available therapies.

II. PKI Pathway Inhibitors

mTOR Inhibitors

In some aspects, PKI inhibitors for use according to present embodiments comprise mTOR inhibitors. Such mTOR inhibitors include rapamycin which is an immunosuppressive lactam macrolide that is produced by Streptomyces hygroscopicus. For example, sirolimus or derivatives/analogs thereof such as everolimus (RAD001), temsirolimus (CCI-779), zotarolimus (ABT578), tacrolimus (FK-506), SAR543, ascomycin (an ethyl analog of FK506), deferolimus (AP23573/MK-8669), AP23841, KU-0063794, INK-128, EX2044, EX3855, EX7518, AZD08055, OSI-027, WYE-125132, XL765, NV-128, WYE-125132, and EM101/LY303511 may be used according to the embodiments.

Additional rapamycin derivative for use according to the embodiments include, without limitation a substituted rapamycin e.g., a 40-O-substituted rapamycin see e.g. those detailed in U.S. Pat. No. 5,258,389, WO 94/09010, WO 92/05179, U.S. Pat. Nos. 5,118,677, 5,118,678, 5,100,883, 5,151,413, 5,120,842, WO 93/11130, WO 94/02136, WO 94/02485 and WO 95/14023 (each of which is incorporated herein by reference); a 16-O-substituted rapamycin such as those disclosed in WO 94/02136, WO 95/16691 and WO 96/41807 (each incorporated herein by reference); a 32-hydrogenated rapamycin (e.g. as described in WO 96/41807 and U.S. Pat. No. 5,256,790, incorporated herein by reference). In certain aspects, a rapamycin derivative for use according to the embodiments has a formula such as (I):

wherein R₁ is CH₃ or C₃₋₆alkynyl; R₂ is H or —CH₂—CH₂—OH, 3-hydroxy-2-(hydroxymethyl)-2-methyl-propanoyl or tetrazolyl, and X is ═O, (H,H) or (H,OH), provided that R₂ is other than H when X is ═O and R₁ is CH₃, or a prodrug thereof when R₂ is —CH₂—CH₂—OH, e.g. a physiologically hydrolysable ether thereof. Compounds such as those of (I) are disclosed e.g., in International PCT Applications WO94/09010, WO95/16691 or WO 96/41807, which are incorporated herein by reference.

Still further compounds for use according to the embodiments include, without limitation, are 32-deoxorapamycin, 16-pent-2-ynyloxy-32-deoxorapamycin, 16-pent-2-ynyloxy-32(S)-dihydro-rapamycin, 16-pent-2-ynyloxy-32(S)-dihydro-40-O-(2-hydroxyethyl)-rapamycin and, more preferably, 40-O-(2-hydroxyethyl)-rapamycin (see, e.g., WO94/09010, incorporated herein by reference).

In some aspects, rapamycin derivatives of formula (I) are 40-O-(2-hydroxyethyl)-rapamycin, 40-[3-hydroxy-2-(hydroxymethyl)-2-methylpropanoate]-rapamycin (also called CCI779), 40-epi-(tetrazolyl)-rapamycin (also called ABT578), 32-deoxorapamycin, 16-pent-2-ynyloxy-32(S)-dihydro rapamycin, or TAFA-93.

Rapamycin derivatives may also include so-called rapalogs, e.g. as disclosed in International PCT Applications WO98/02441 and WO01/14387, e.g. AP23573, AP23464, or AP23841. Further derivatives for use according to the embodiments include FK-506 binding protein or FKBP-12), e.g. as described in International PCT Applications WO94/09010, WO95/16691 or WO96/41807, been found to be useful e.g. as immunosuppressant, e.g. in the treatment of acute allograft rejection.

In further aspects, the mTOR inhibitor can be a compound such as AZD08055 (AstraZeneca) or OSI-027 (OSI Pharmaceuticals), which inhibit the kinase activity of mTOR by directly binding to the ATP-binding cleft of the enzyme.

PKI Inhibitors

In certain aspects methods involve the use of an inhibitor of PKI such as and inhibitor of PKIA or PKIB. In certain aspects this can be accomplished by administration of an inhibitory nucleic acid that reduced expression of PKIA and/or PKIB. Examples of inhibitory nucleic acids include, without limitation, antisense nucleic acids, small interfering RNAs (siRNAs), double-stranded RNAs (dsRNAs), microRNAs (miRNA) and short hairpin RNAs (shRNA) that are complimentary to all or part of PKI mRNA. An inhibitory nucleic acid can, for example, inhibit the transcription of a gene in a cell, mediate degradation of an mRNA in a cell and/or inhibit the translation of a polypeptide from a mRNA. Typically an inhibitory nucleic acid may be from 16 to 1000 or more nucleotides long, and in certain embodiments from 18 to 100 nucleotides long. In certain embodiments, the inhibitory nucleic acid may be 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, or 50 nucleotides long. In some aspects an inhibitory nucleic acid may comprise one or more modified nucleotide or nucleic acid analog. Typically, an inhibitory nucleic acid will inhibit the expression of a single gene within a cell; however, in certain embodiments, the inhibitory nucleic acid will inhibit the expression of more than one gene within a cell.

In some aspects an inhibitory nucleic acid can form a double-stranded structure. For example, the double-stranded structure may result from two separate nucleic acid molecules that are partially or completely complementary. In certain embodiments, the inhibitory nucleic acid may comprise only a single nucleic acid or nucleic acid analog and form a double-stranded structure by complementing with itself (e.g., forming a hairpin loop). The double-stranded structure of the inhibitory nucleic acid may comprise 16 to 500 or more contiguous nucleobases. For example, the inhibitory nucleic acid may comprise 17 to 35 contiguous nucleobases, more preferably 18 to 30 contiguous nucleobases, more preferably 19 to 25 nucleobases, more preferably 20 to 23 contiguous nucleobases, or 20 to 22 contiguous nucleobases, or 21 contiguous nucleobases that are complementary to a PKIA or PKIB mRNA. Methods for using such siRNA or double-stranded RNA molecules have been described in U.S. Pat. Nos. 6,506,559 and 6,573,099, as well as in U.S. Applications 2003/0051263, 2003/0055020, 2004/0265839, 2002/0168707, 2003/0159161, 2004/0064842, each of which are herein incorporated by reference in their entirety.

Some specific aspects, inhibitory nucleic acid molecules contemplated for use according to the embodiments include but are not limited to molecules that comprise 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100 or more nucleotides that are complementary to the nucleotide sequence encoding a human PKIB isoform 1 mRNA (e.g., PKIB isoform 1, variant 1, 2, 3 or 4 provided as SEQ ID NO: 6, “variant 1”; SEQ ID NO: 7, “variant 2”; SEQ ID NO: 8, “variant 3”; and SEQ ID NO: 2 “variant 4”, NCBI Accession Nos. NM_181795, NM_181794, NM_032471, and NM_001270393, respectively) or human PKIB isoform 2 mRNA (e.g., PKIB isoform 2, variant 5 or 6 provided as SEQ ID NO: 4 “variant 5”; and SEQ ID NO: 5, “variant 6”, NCBI Accession No. NM_001270394, and NM_001270395, respectively). In still a further aspect a inhibitory nucleic acid molecule is complementary to all or part of a human PKIA mRNA (e.g., provided as SEQ ID NO: 10, “variant 1”; and SEQ ID NO: 11, “variant 2”, NCBI Accession Nos. NM_006823 and NM_181839, respectively). In yet a further aspect a inhibitory nucleic acid molecule is complementary to all or part of a human PKIG mRNA (e.g., provided as SEQ ID NO: 12, “variant 1”; SEQ ID NO: 13, “variant 2”, SEQ ID NO: 14, “variant 3”; SEQ ID NO: 15, “variant 4”; or SEQ ID NO: 16, “variant 5”, NCBI Accession Nos. NM_181805.2, NM_007066.4, NM_181804.2, NM_001281444.1 and NM_001281445.1, respectively).

Methods for preparing and using inhibitory nucleic acid molecules in accordance with the embodiments are well known in the art. Likewise methods for delivering inhibitory nucleic acid molecule molecules into cells are also well known in the art. For example inhibitory nucleic acid (or inhibitory nucleic acid expression vectors) may be delivered in nanoparticles or liposomes such as 1,2-bis(oleoyloxy)-3-(trimethyl ammonio)propane (DOTAP) and cholesterol liposomes or cationic liposomes, see U.S. Pat. No. 6,806,084. Additionally, in the case of expression vector systems delivery may be accomplished in viral vectors. Some non-limiting examples of viruses contemplated herein for nucleic acid delivery include herpesviaral vectors; adenoviral vectors, retroviral and lentiviral vectors, such as those described in U.S. Patent App. 20050014166; and adeno-associated viral vectors, for example as described in U.S. Pat. Nos. 5,139,941 and 4,797,368.

In certain aspects of the embodiments inhibitory nucleic acid molecules may also be expressed in cells from an expression vector. For example expression can be under the transcriptional control of a RNA Polymerase III promoter, such as the U6 promoter. Such promoters are preferred for the expression of short RNA sequences, such as siRNA molecules. In certain aspects tissue specific promoters may also be employed, for example promoter that express nucleic acids in pancreatic islet cells. Specific vectors to express inhibitory nucleic acids are well known in the art. For example the commercially available pSUPER RNAi System™ available from OilgoEngine® and the pSilencer™ siRNA expression vectors available from Life Technologies™.

In still a further embodiment an inhibitor of PKI (e.g., an inhibitor of PKIA or PKIB) is molecule that binds to and inhibits PKI. For example, the inhibitor of PKI may be a small molecule, an aptamer or antibody (or fragment thereof) that binds to PKIA and/or PKIB. In some aspects, an aptamer or antibody of the embodiments specifically binds to a human PKIB isoform 1 (SEQ ID NO: 1), PKIB isoform 2 (SEQ ID NO: 3) and/or human (SEQ ID NO: 9). Methods for making and using antibodies are well known in the art and are detailed for example in U.S. Pat. No. 4,816,567, incorporated herein by reference. Likewise, methods for making aptamers, such as by SELEX, are well know and detailed in U.S. Pat. Nos. 6,569,620 and 6,716,580, incorporated herein by reference.

HIF1 Inhibitors

In some aspects, a PKI pathway inhibitor for use according to the embodiments is a HI1 inhibitor. For instance a HIF1 inhibitor can be a an inhibitor of HIF1 mRNA expression, an inhibitor of HIF1 protein translation, an inhibitor of HIF1 DNA binding and inhibitor of HIF 1 DNA binding or a molecule that increased HIF1 protein degradation (see, e.g., Onnis et al., 2009, incorporated herein by reference). In certain specific aspects a HIF 1 inhibitor for use according to the embodiments comprises YC-1 (3-(5′-hydroxymethyl-2′-furyl)-1-benzyl indazole), FG-4592, IOX2, 2-Methoxyestradiol (2-MeOE2), CL67, CAY10585 (CAS 934593-90-5), sc-205346 (CAS 934593-90-5), Chetomin (CAS 1403-36-7) or Chrysin (CAS 480-40-0) or PX-478.

Thus, in a some aspects, a HIF1 inhibitor that HIF1 mRNA expression is a inhibitor nucleic acid that binds to all or part of the human HIF1 mRNA. For example, inhibitory nucleic acid molecules contemplated for use according to the embodiments include but are not limited to molecules that comprise 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100 or more nucleotides that are complementary to the nucleotide sequence encoding a human HIF1 mRNA. In some aspects the inhibitory nucleic acid is a RNA, such as a siRNA, shRNA, dsRNA or miRNA. As specific example of such an inhibitory nucleic acid is ENZ-2968. In still further embodiments an inhibitor that reduces HIF1 mRNA expression is aminoflavone. Additional HIF1 inhibitors, which inhibit HIF1 protein translation include, without limitation, ENZ-2208 and PX-478.

III. GLP1 Agonists and Incretin-Inducing Agents

GLP1 is itself derived from the transcription product of the proglucagon gene. GLP1 is primarily produced by the intestinal L cells that secrete GLP1 as a gut hormone. The biologically active forms of GLP1 are: GLP1-(7-37) and GLP1-(7-36)NH₂, which result from selective cleavage of the proglucagon molecule. The incretin hormone GLP1 enhances islet cell survival through induction of the cAMP pathway in beta cells as further detailed herein (see, also Drucker, 2006; Drucker and Nauck, 2006).

Certain aspects of the embodiments concern administration of GLP1 agonists to a subject in conjunction with a PKI pathway inhibitor. Likewise, some aspects of the embodiments concern treatment of subjects who are resistant to a GLP1 agonist therapy (with a PKI pathway inhibitor). In various embodiments, the GLP1 agonist may be selected from the group consisting of exenatide, bydureon, liraglutide, albiglutide, taspoglutide, and lixisenatide.

Exenatide

Exenatide is a GLP1 agonist that may be used to maintain blood glucose levels and treat aspects of diabetes. Exenatide is marketed as Byetta® and manufactured by Amylin Pharmaceuticals and Eli Lilly and Company. Exenatide typically administered to a patient as a subcutaneous injection, e.g., of the abdomen, thigh, or arm. Exenatide is typically administered within about 1 hour before the first and last meal of the day.

Exenatide is typically supplied for subcutaneous injection as a sterile, preserved isotonic solution in a glass cartridge that has been assembled in a pen-injector (pen). Each milliliter (mL) may contain about 250 micrograms (mcg) of synthetic exenatide, about 2.2 mg metacresol as an antimicrobial preservative, mannitol as a tonicity-adjusting agent, and glacial acetic acid and sodium acetate trihydrate in water for injection as a buffering solution at pH 4.5. Prefilled pens may be used to deliver unit doses of 5 mcg or 10 mcg. Commercially available prefilled pens can typically deliver 60 doses to provide for 30 days of twice daily administration (BID). Although, in certain preferred embodiments, exenatide may be administered subcutaneously, it is nonetheless anticipated that exenatide may in certain embodiments be administered via another route, e.g., intravenous, intramuscular, etc. In some aspects, exenatide is administered in conjunction with a long-acting insulin.

Bydureon™ is an extended release version of exenatide that may be used in various embodiments of the present invention. Bydureon™ may be administered to a subject less frequently than Byetta™. For example, bydureon may be administered subcutaneously to a subject about once per week. Bydureon™ is commercially available from Amylin Pharmaceuticals, Inc. (San Diego, Calif.).

Liraglutide

Liraglutide (NN2211) is a long-acting GLP1 analog that may be administered to a subject for the treatment of type 2 diabetes. Liraglutide is a DPP-IV-resistant GLP1 analog that has been modified by 2 amino acid changes, i.e., one addition and one substitution, and by the addition of a fatty acid group that enables it to form a noncovalent bond with serum albumin following SC administration, thus reducing its renal clearance and increasing its PK profile. The half-life of liraglutide in humans is approximately 12 hours and may require only 1 injection per day. Liraglutide marketed under the brand name Victoza™ and is manufactured by Novo Nordisk. Liraglutide currently in use has the chemical formula: L-histidyl-L-alanyl-L-α-glutamylglycyl-L-threonyl-L-phenylalanyl-L-threonyl-L-seryl-L-α-aspartyl-L-valyl-L-seryl-L-seryl-L-tyrosyl-L-leucyl-L-α-glutamylglycyl-L-glutaminyl-L-alanyl-L-alanyl-N6-[N-(1-oxohexadecyl)-L-γ-glutamyl]-L-lysyl-L-α-glutamyl-L-phenylalanyl-L-isoleucyl-L-alanyl-L-tryptophyl-L-leucyl-L-valyl-L-arginylglycyl-L-arginyl-glycine.

Liraglutide typically has a half-life after subcutaneous injection of about 11-15 hours after subcutaneous injection, making it suitable for once-daily dosing (less frequent than the currently approved Byetta™ form of exenatide, which is twice daily, but considerably more frequent than the once weekly Bydureon™ form of exenatide). Although, in certain embodiments, liraglutide is administered subcutaneously, it is nonetheless anticipated that exenatide may in certain embodiments be administered via another route, e.g., intravenous, intramuscular, etc.

Ablugtide

In some embodiments, the GLP1 agonist may be albiglutide. The long-acting GLP1 receptor agonist albiglutide is a recombinant human serum albumin (HSA)-GLP1 hybrid protein, i.e., a dipeptidyl peptidase-4-resistant glucagon-like peptide-1 dimer fused to human albumin. As the GLP1 epitopes are fused to the larger HSA molecule, albiglutide exhibits a pharmacokinetic profile resembling that of albumin in the circulation. Albiglutide is currently being investigated by GlaxoSmithKline for treatment of type 2 diabetes. Albiglutide may have a half-life of about four to seven days after administration (Matthews et al. 2008).

Taspoglutide

A GLP1 agonist of the embodiments may be taspoglutide (R1583). Taspoglutide a glucagon-like peptide-1 analog that is the 8-(2-methylalanine)-35-(2-methylalanine)-36-L-argininamide derivative of the amino acid sequence 7-36 of human glucagon-like peptide I. Taspoglutide is a long-acting GLP1 analog in which amino acids 8 and 35 of the native GLP1 peptide are substituted with aminoisobutyric acid to prevent DPP-IV and protease-mediated cleavage at the N- and C-terminus, respectively. R1583 may be formulated as a zinc-based drug to prolong its PK activity. Various dosages of taspoglutide may be administered to a patient, e.g., 1-30 mg s.c. Taspoglutide is manufactured by Ipsen and Roche. Taspoglutide is further described in Nauck et al. (2009), which is herein incorporated by reference in its entirety.

Lixisenatide

Lixisenatide (AVE0010) is a GLP1 agonist that may be used according to the present embodiments. Lixisenatide is an exendin-4-based GLP1 receptor agonist that exhibits approximately 4-fold greater affinity for the human GLP1 receptor compared with native GLP1. Lixisenatide may be administered to a subject, e.g., once or twice a day. In some embodiments, metformin and/or SU therapy may be administered in combination with a GLP1 agonist such as, e.g., Lixisenatide. Lixisenatide may be administered at a dosage of, e.g., about 5-20 micrograms (mcg)/injection. The half-life of AVE0010 may range from about 2.5 to 4 hours. Clinical trials have indicated that lixisenatide can significantly improve glycaemic control in mildly hyperglycaemic patients with Type 2 diabetes on metformin (Ratner et al. 2010).

DPP-4 Inhibitors

In some aspects embodiments a DPP-4 inhibitor is administered to a subject in conjunction with a PKI pathway inhibitor. Likewise, some aspects of the embodiments concern treatment of subjects who are resistant to a DPP-4 inhibitor therapy. In general DPP-4 inhibitors function by increasing incretin levels (GLP1 and GIP agonist levels), which inhibit glucagon release increase insulin secretion, decrease gastric emptying, and decrease blood glucose levels. Importantly, most DPP-4 inhibitors can be administered orally. Examples of DPP-4 inhibitors for use according to the embodiments include, without limitation, Sitagliptin (Januvia/MK-0431), Vildagliptin (Galvus), Saxagliptin (Onglyza), Linagliptin, Anagliptin, Teneligliptin, Alogliptin, Gemigliptin and Dutogliptin.

IV. Examples

The following examples are included to demonstrate preferred embodiments of the invention. It should be appreciated by those of skill in the art that the techniques disclosed in the examples which follow represent techniques discovered by the inventor to function well in the practice of the invention, and thus can be considered to constitute preferred modes for its practice. However, those of skill in the art should, in light of the present disclosure, appreciate that many changes can be made in the specific embodiments which are disclosed and still obtain a like or similar result without departing from the spirit and scope of the invention.

EXAMPLE 1 The Role of CREB Signaling in Beta Cell Dysfunction

The second messenger cAMP has been shown to mediate effects of incretin hormones, in part through induction of the Ser/Thr protein kinase PKA. Blocking cAMP signaling in beta cells through targeted disruption of the Gsa subunit of the heterotrimeric G protein leads to severe glucose intolerance and beta cell apoptosis (Xie et al., 2007). Conversely, mutations that increase PKA activity, either via disruption of the R1α regulatory subunit (Song et al., 2011) or via a gain of function mutation in the PKA catalytic subunit (Kaihara et al., 2013), enhances insulin secretion.

cAMP promotes cellular gene expression via the PKA-mediated phosphorylation of the CREB family of activators and via the de-phosphorylation of the cAMP Regulated Transcriptional Coactivators (CRTCs). Following its activation, CREB has been found to promote islet function in part by upregulating the insulin receptor substrate 2 (IRS2) in beta cells (Jhala et al., 2003) (Park et al., 2006). Although deletion of the single family member CREB1 alone has no effect on beta cell function under normal chow conditions (Shin et al., 2014), expression of a dominant negative CREB polypeptide A-CREB, which blocks all three family members (CREB1, ATF1, CREM), leads to severe hyperglycemia due in part to reductions in glucose stimulated insulin secretion (Jhala et al., 2003).

IRS2-dependent increases in insulin signaling are thought to promote islet growth through the activation of mTORC1 complexes and subsequent induction of the hypoxia inducible factor HIF1 (Van de Velde et al., 2011) (Gunton et al., 2005). Although the mTORC1-HIF pathway appears to be critical for adaptive expansion of pancreatic islet mass, beta cell function deteriorates in the setting of chronic insulin resistance (Zhao et al., 1998). Based on the ability for GLP1 agonists to improve beta cell function in this setting, the inventors examined the potential role of CREB and CRTC2 in mediating these effects.

Exposure of INS1 insulinoma cells to the cAMP agonist Forskolin (FSK) promoted the phosphorylation of CREB at Ser133 and the dephosphorylation of CRTC2 within 30 minutes (FIG. 1a ). By contrast, exposure to depolarizing concentrations of KCl (40 mM) stimulated CREB phosphorylation to a lesser extent. Under basal conditions, CRTC2 was sequestered in the cytoplasm of beta cells from cultured islets; exposure to FSK triggered CRTC2 nuclear translocation (FIG. 1b ).

GLP1 and other incretin hormones are released from intestinal cells only following nutrient ingestion (Hoist et al., 2011), so the inventors analysed effects of oral glucose tolerance testing (OGTT) in mice with a beta cell specific knockout of CRTC2 (MIP-T2KO; FIG. 6a ). Although they were almost comparable to control littermates by intraperitoneal glucose tolerance test (IPGTT), MIP-T2KO mice showed impaired glucose tolerance by OGTT test (FIG. 1c ; FIG. 6b ). Indeed, similar differences between control and MIP-T2KO mice were observed following intra-peritoneal (IP) injection of exendin-4 in addition to glucose (FIG. 6c ). Arguing against an increase in insulin resistance, circulating glucose concentrations decreased identically in MIP-T2KO mice and control littermates following insulin administration (FIG. 1d ). Rather, MIP-T2KO mice secreted less insulin in response to oral glucose gavage, suggesting that beta cell function is disrupted in these animals (FIG. 1E).

The inventors evaluated effects of CRTC2 on insulin secretion from cultured islets in response to cAMP. Following 10 minutes exposure to exendin-4 plus high glucose (20 mM), insulin release from MIP-T2KO islets was reduced 30% (FIG. 1f ) relative to control islets. Exposure to glucose alone stimulated insulin secretion comparably in cultured islets from wild-type and MIP-T2KO mice (FIG. 1f ). Insulin (Ins1, Ins2) gene expression and protein content were also modestly decreased in MIP-T2KO islets (FIG. 1g ; FIG. 6d ). Conversely, over-expression of CRTC2 in INS1 insulinoma cells enhanced insulin secretion in response to GLU/FSK. These effects were blocked by expression of a dominant negative CREB polypeptide called A-CREB (FIG. 1h ).

Transcriptome-wide studies were performed to identify CREB target genes that promote insulin expression and secretion. This analysis revealed a number of FSK-inducible genes that contain CREB binding sites and that are down-regulated following expression of A-CREB inhibitor. Amongst these, the inventors identified MafA, a beta cell restricted factor that regulates the expression of insulin and a number of genes associated with beta cell maturity and insulin exocytosis (Abdulahad et al., 2012; Lee et al., 2014; Martin et al., 2012; Selmi, 2012; Tu et al., 2012) (FIG. 2a ; Table 1). In addition, exposure to FSK also stimulated the expression of a subset of synaptotagmins (Syt4, Syt5, Syt7), proteins that function as major calcium sensors for synaptic vesicles (Iezzi et al., 2004; Iezzi et al., 2005) (FIG. 6e ).

TABLE 1 RNAseq values and fold inductions in INS1 cells infected with ACREB compared to GFP and stimulated with FSK. GFP ACREB Gene control FSK fold control FSK fold MafA 54.2 474.4 8.7 24.4 90.2 3.7 Nr4a2 1.9 106.5 56.6 0.9 5.5 6.3 Diras2 45.2 519.7 11.5 64.1 109.5 1.7 Irs2 50.3 289.9 5.6 16.5 38.8 2.3

Realizing the importance of MafA for insulin expression and secretion, the inventors addressed the potential role of this transcription factor in mediating effects of CREB on beta cell function. Exposure of isolated mouse islets to FSK increased the expression of MafA (FIG. 6f ) which promote beta cell maturation. Indeed, islet MafA expression was reduced by two-thirds in pancreatic islets from MIP-T2KO mice relative to control animals by immunohistochemical analysis (FIG. 2b ). As a result, beta cell maturity gene expression (G1p1r, Pc, Pdx1) was also down-regulated in CRTC2 mutant islets (FIG. 6f ). Conversely, CRTC2 overexpression in INS1 cells increased MafA expression (FIG. 2c ).

It was evaluated whether MafA is a direct target gene for CREB and CRTC2. Supporting this notion, the MafA promoter contains a consensus cAMP response element (CRE) that is constitutively occupied by CREB in INS1 cells (FIG. 2d , FIG. 6g ). In line with its cytoplasmic sequestration in unstimulated cells (Screaton et al., 2004), amounts of CRTC2 over the MafA promoter were low under basal conditions but increased following FSK treatment, when CRTC2 is translocated to the nucleus. Inhibiting CREB occupancy, through A-CREB over-expression, down-regulated MafA gene in INS1 cells (FIG. 6h ).

It was also tested whether MafA activity contributes to cAMP-dependent increases in insulin secretion. In line with this notion, RNAi-mediated depletion of MafA decreased insulin content and secretion from INS1 cells while MafA over-expression increased them (FIG. 2e ; FIGS. 6i and 6j ). Indeed, adenoviral expression of MafA restored insulin secretion to wild-type levels in CRTC2 mutant pancreatic islets exposed acutely to glucose plus exendin (FIG. 2f ). Taken together, these results demonstrate that CRTC2 promotes beta cell function in part by upregulating MafA in response to cAMP.

Although initially compensated by an increase in pancreatic islet mass, prolonged insulin resistance causes an impairment in beta cell function that is thought to reflect the down-regulation of certain beta cell factors including MafA. Having seen that CREB and CRTC2 promote MafA expression in response to cAMP signals, the effects of insulin resistance on this pathway in pancreatic islets were tested. By contrast with the robust upregulation of MafA and other CREB target genes by FSK in pancreatic islets from lean mice, FSK had only modest effects on islets from high fat diet (HFD) mice (FIG. 3a ; FIGS. 7a and 7b ). Similarly, effects of FSK on insulin secretion were attenuated in HFD islets relative to control (FIG. 7c ). In principle, the loss of CREB activity in HFD fed mice could reflect chronic increases in a number of nutrients including circulating glucose or free fatty acids. To test the role of hyperglycemia in this process, high carbohydrate diet (HCD) feeding studies were performed. Although it had no effect on body weight, HCD feeding impaired glucose tolerance and insulin secretion after only 8 weeks (FIGS. 7d-7g ). Similar to islets from HFD mice, pancreatic islets from HCD animals showed only modest increases in insulin secretion and CREB target gene expression following exposure to FSK (FIGS. 7h and 7i ).

It was considered whether exposure of cultured pancreatic islets to high concentrations of glucose mimics effects of hyperglycemia on the CREB pathway. Supporting this idea, prolonged exposure of either INS1 cells or cultured pancreatic islets to high glucose (20 mM, 72 hours) inhibited the expression of MafA and other CREB target genes in cells exposed to FSK (FIG. 3b ; FIGS. 8a and 8b ). Exposure to 10 mM glucose was not sufficient for PKIB induction in INS1 cells. Indeed, FSK-dependent increases in insulin secretion were substantially down-regulated in INS1 cells exposed to high-glucose and FSK (FIG. 3c ). The impairment in insulin secretion under chronic high glucose conditions was partially rescued by MafA over-expression in both INS1 cells and primary islets (FIG. 3c ; FIG. 8c ).

The mechanism by which high glucose exposure attenuates CREB activity was addressed. Although total amounts of CREB were unchanged, high glucose treatment disrupted the FSK-induced phosphorylation of CREB in both INS1 cells and pancreatic islets (FIG. 3d ; FIG. 8d ). Moreover, phospho-CREB amounts were also down-regulated in cultured islets from HFD and HCD mice (FIGS. 8e and 8f ) Arguing against an effect on adenyl cyclase or phosphodiesterase activities, exposure to FSK increased intracellular cAMP concentrations comparably in control and high glucose treated INS1 cells (FIG. 8g ). Rather, cellular PKA activity was substantially reduced in islets chronically exposed chronic glucose, as visualized in immunoblot assays with phospho-PKA substrate antiserum (FIG. 3d ). Consistent with its effects on CREB phosphorylation, prolonged exposure of INS1 cells to high glucose largely inhibited the induction of cAMP responsive genes (FIG. 3e , table 2 below).

TABLE 2 RNAseq values and fold inductions in INS1 cells grown in chronic high glucose compared to controls and stimulated with FSK. Low Low High High control FSK Fold control FSK Fold Nr4a3 0.3 262.9 1027.3 2.0 143.1 70.9 LOC100360880 0.4 161.1 457.6 0.3 68.0 252.0 Fosl2 3.7 1544.0 422.9 31.0 728.4 23.5 Gprc5a 0.1 26.9 349.8 1.1 41.5 36.6 Fam46b 0.4 126.6 295.8 0.1 3.1 26.6 Rgs2 0.9 226.2 255.8 1.5 38.8 25.1 Rxfp3 0.3 70.6 202.4 2.5 143.5 57.0 Actn2 1.2 225.6 183.9 4.2 45.1 10.8 Ccnd1 0.5 86.5 174.5 2.5 57.6 23.4 Kdr 0.3 41.3 163.7 0.4 32.3 86.5 Tac1 1.0 132.8 137.2 1.0 15.7 15.3 Fos 1.2 155.4 125.7 2.6 73.8 28.2 Penk 0.1 7.0 122.4 0.8 3.1 3.9 Sik1 4.7 517.2 111.0 11.0 269.4 24.5 Thbs1 0.2 25.1 107.3 0.3 6.2 24.3 Sphk1 0.1 7.3 104.5 0.1 2.9 38.0 Gpr135 0.1 12.5 102.2 0.1 1.8 18.5 Crem 7.7 738.5 95.5 23.0 375.1 16.3 Mest 30.6 2748.9 89.9 152.7 3255.2 21.3 Klf4 1.7 146.2 86.8 2.1 55.3 26.2 Sv2c 0.5 43.4 86.3 1.0 22.5 21.6 Ntsr1 0.1 7.7 75.1 0.0 0.2 5.9 Dlx2 0.2 12.7 71.0 0.9 12.5 14.3 Cartpt 1.6 104.6 66.8 4.1 35.0 8.6 Snai3 0.1 3.3 64.6 0.2 1.1 5.3 Nr4a1 10.2 604.2 59.5 18.9 266.3 14.1 Maff 2.4 136.4 56.2 5.5 37.0 6.8 Nr4a2 2.1 117.0 55.4 2.6 32.4 12.6 Pdzrn3 0.7 36.7 55.3 0.6 20.5 33.0 aicda 0.0 1.6 52.6 0.0 0.0 Tgfb2 1.3 63.9 50.6 0.3 5.7 17.3 Cyp1b1 0.0 1.7 48.6 0.1 0.9 14.8 Prdm1 0.2 9.7 48.1 0.8 2.2 2.8 Ppargc1a 1.6 76.7 47.1 7.2 51.6 7.1 Cebpd 6.2 280.9 45.5 3.7 117.9 31.6 Dennd2c 0.1 2.5 40.9 2.0 3.7 1.8 LRRTM1 0.2 8.4 39.8 0.3 1.3 4.0 Sstr1 3.4 127.5 37.9 2.8 27.9 9.9 Zhx2 1.2 45.9 37.0 1.2 7.4 6.4 Pard6a 4.6 161.4 35.4 6.5 32.1 4.9 Cd83 4.2 144.5 34.6 3.8 9.9 2.6 Atf3 1.8 62.1 34.1 4.6 23.2 5.0 LOC689986 54.7 1723.5 31.5 71.1 475.1 6.7 Hbegf 4.0 124.3 31.2 56.1 193.7 3.5 Tf 0.0 1.1 31.0 0.1 0.4 3.3 Gja4 0.5 15.9 30.8 0.8 2.2 2.6 Mustn1 13.4 401.2 29.8 27.9 80.9 2.9 Fosl1 0.7 21.3 29.1 0.7 14.9 21.9 Diras2 40.1 1160.4 28.9 22.4 598.8 26.7 Adamts4 0.0 1.3 28.4 0.0 0.2 10.3 Cwc25 8.3 210.9 25.5 7.4 21.1 2.9 Dgcr6 23.2 588.4 25.3 34.3 92.3 2.7 Csrnp1 4.0 100.0 24.9 3.6 43.8 12.2 Dio2 0.2 5.5 24.8 0.7 3.2 4.6 Plk2 1.3 30.9 23.6 4.3 52.0 12.0 Frmd6 0.0 1.1 23.4 0.1 1.7 14.1 Id4 10.5 244.8 23.3 17.5 147.3 8.4 Ahsg 0.1 1.4 22.9 0.1 0.1 1.0 Prr18 0.1 2.2 22.7 0.0 0.7 Nap1l5 12.1 271.0 22.4 10.9 88.7 8.2 Bmp2 0.7 14.9 22.0 2.6 8.4 3.2 Lfng 0.4 8.4 21.4 2.0 10.1 5.0 Calcr 0.0 0.5 20.9 0.2 1.5 7.2 Cck 24.4 506.0 20.8 65.6 380.4 5.8 Ypel4 19.6 402.7 20.5 8.4 58.6 7.0 Ccdc85a 0.1 1.9 20.2 0.4 1.2 3.1 Rhbdf1 0.9 18.2 19.8 1.1 4.4 3.9 Metrnl 0.2 4.7 19.2 1.2 4.6 3.8 Pappa 0.2 4.0 19.0 0.3 4.7 18.0 Grk1 0.1 1.4 18.9 0.0 0.0 Hpd 0.1 1.2 18.8 0.2 0.1 0.7 Hhip 0.6 11.2 18.4 0.7 5.7 8.7 Ankrd34c 0.1 2.3 18.2 0.3 4.4 15.7 Gem 11.0 195.9 17.9 8.7 52.8 6.1 Sipa1l2 3.2 56.4 17.8 2.3 9.2 4.0 Junb 17.5 307.6 17.6 31.7 155.6 4.9 Vtcn1 0.0 0.5 17.5 0.0 0.7 28.0 Fgl2 4.6 78.3 17.0 1.5 16.3 10.8 Cry2 25.2 423.2 16.8 30.7 314.1 10.2 Padi4 0.2 4.1 16.8 0.9 4.6 5.4 RGD1564664 14.3 236.8 16.6 5.7 41.6 7.3 Plk3 8.9 146.2 16.4 8.6 36.7 4.3 Lrrtm2 0.8 13.0 16.4 0.2 1.3 7.3 Nedd9 8.2 133.9 16.3 6.3 70.4 11.1 Calca 0.4 6.2 16.2 1.1 1.2 1.1 Nfil3 16.5 261.9 15.8 16.6 82.6 5.0 Nptx1 2.3 36.3 15.7 4.5 22.1 4.9 Lrrc10b 3.0 46.9 15.7 1.5 18.0 11.7 Cldn23 0.7 10.0 15.2 1.7 6.9 4.1 Rnf39 0.9 13.2 15.1 0.8 7.2 9.2 C1s 0.1 0.8 14.9 0.0 0.3 Rcan1 31.5 467.1 14.8 65.1 134.3 2.1 Egr4 1.0 15.0 14.6 1.4 20.6 14.6 Ecel1 0.2 3.5 14.3 0.1 0.5 4.3 C3 0.0 0.4 14.2 0.0 0.1 2.5 Amotl2 0.3 3.9 14.1 0.2 1.0 6.2 Asb4 1.1 15.4 14.1 2.7 20.2 7.5 Giot1 0.9 13.2 14.1 0.9 14.2 16.1 Gpr88 0.2 2.3 14.0 2.4 14.2 5.8 Lmo7 9.9 137.8 14.0 45.0 123.7 2.7 Slc4a11 0.5 7.6 13.9 0.4 1.8 4.7 St8sia1 3.1 42.3 13.5 0.9 5.3 5.7 Syt4 13.1 176.3 13.5 25.6 105.0 4.1 Gpr180 10.5 140.8 13.5 9.9 29.8 3.0 Cxcr7 6.4 86.1 13.4 2.4 39.1 16.1 Slc25a25 41.9 561.2 13.4 43.2 428.6 9.9 Runx1 17.1 225.7 13.2 13.9 143.9 10.3 Atoh7 1.1 14.9 13.1 1.6 5.1 3.2 Cd7 2.2 28.9 13.1 0.5 2.7 5.1 Klhl15 1.7 21.2 12.8 2.1 2.4 1.2 Grb10 0.1 1.3 12.8 0.1 1.2 12.3 Pde4a 1.8 22.8 12.7 0.7 3.0 4.1 Depdc7 0.9 10.7 12.5 0.7 4.4 6.7 Slc7a11 0.3 3.9 12.4 1.0 4.6 4.6 Sema3a 0.6 7.1 12.4 1.7 8.1 4.7 B3galt2 2.9 36.1 12.3 3.8 10.1 2.7 Ttr 0.6 7.0 12.3 0.9 2.7 3.0 Dusp1 36.1 441.1 12.2 18.9 68.8 3.6 Per1 19.1 232.4 12.2 20.4 94.1 4.6 Apoa4 0.1 1.6 12.1 0.2 0.6 2.6 Areg 0.2 1.8 12.1 0.4 0.6 1.5 Spry1 1.4 16.7 12.1 3.7 13.5 3.7 Apoc3 0.2 2.5 11.9 0.3 0.3 0.7 Pkp2 6.0 70.7 11.8 6.1 35.8 5.8 Cxcl1 0.6 6.8 11.6 0.5 2.1 4.4 Spata2L 6.3 72.6 11.5 5.7 42.7 7.5 Midn 65.1 743.0 11.4 105.1 465.3 4.4 Ppp1r17 1.4 16.0 11.4 2.1 5.0 2.3 Cp 0.0 0.2 10.8 0.2 0.4 2.3 Apoa1 0.2 2.2 10.7 0.4 0.9 2.1 Pak3 11.0 116.1 10.6 20.8 96.5 4.6 Lrrk2 1.8 18.5 10.3 2.8 19.3 6.8 Rps28 0.5 5.1 10.3 1.6 3.5 2.3 Cpa4 0.2 2.3 10.3 0.4 1.4 3.6 Btg1 67.5 686.8 10.2 72.5 527.1 7.3 Dyrk3 5.4 55.2 10.2 4.9 16.1 3.3 Cyp4a1 0.2 1.5 10.1 0.1 0.5 3.7 Mapkapk2 100.8 1017.1 10.1 167.9 609.7 3.6 Litaf 62.7 631.4 10.1 115.2 359.3 3.1 Lyar 20.9 209.6 10.0 27.9 108.1 3.9 Akap12 33.7 338.5 10.0 11.9 17.0 1.4 Gadd45b 12.6 126.0 10.0 19.3 61.8 3.2 Slc26a2 15.9 156.2 9.8 32.5 200.4 6.2 Inhba 0.4 3.6 9.8 0.4 3.3 7.5 Sertad2 8.1 79.0 9.8 12.8 18.6 1.5 Coq10b 12.5 121.9 9.7 9.3 49.3 5.3 Zfp36 17.5 170.7 9.7 25.9 62.7 2.4 Aldob 0.3 3.0 9.6 0.7 1.0 1.4 Nefl 4.8 46.0 9.5 1.7 12.0 7.0 Rasd1 27.0 256.8 9.5 11.5 14.2 1.2 Dok7 0.1 0.6 9.4 0.1 0.0 0.0 Slc23a1 0.0 0.3 9.4 0.1 0.1 0.9 Apoa5 0.0 0.4 9.4 0.1 0.2 2.2 RGD1310507 0.1 0.6 9.4 0.1 0.0 0.0 Bdh2 0.1 0.7 9.4 0.5 0.5 1.0 Epha2 0.7 6.6 9.3 2.6 17.1 6.5 Ngfr 2.0 18.6 9.3 2.6 16.1 6.2 Bhlhe22 2.1 19.5 9.3 1.3 7.4 5.8 Hps4 35.0 325.5 9.3 17.5 91.9 5.3 Zfp703 9.9 91.8 9.3 5.4 52.4 9.7 Clp1 7.7 71.5 9.3 8.8 15.2 1.7 Pdxk 44.3 410.6 9.3 34.9 107.2 3.1 Mfsd2a 25.6 236.6 9.2 10.0 71.4 7.2 Akap3 0.2 1.5 9.2 0.4 1.1 2.6 Gcnt3 0.8 7.1 9.2 4.9 11.1 2.3 Insig1 8.5 77.3 9.0 10.3 31.8 3.1 Fyb 1.3 11.3 9.0 8.2 28.1 3.4 Tat 0.1 1.1 9.0 0.1 0.1 1.0 Emd 60.2 536.4 8.9 56.9 247.9 4.4 Srxn1 31.2 277.4 8.9 23.2 154.7 6.7 Trim66 6.8 59.0 8.7 2.1 8.0 3.8 Fbn1 0.4 3.0 8.6 0.2 0.4 1.9 Cxcr5 1.9 16.3 8.6 1.8 2.2 1.2 Guca2a 0.4 3.4 8.6 1.0 1.0 1.0 Lmo1 18.6 158.9 8.5 15.8 62.4 4.0 Aff4 25.3 214.6 8.5 25.2 45.1 1.8 Hectd2 1.3 11.2 8.5 2.1 3.8 1.9 Stc1 51.8 437.9 8.5 20.2 172.4 8.5 Ncald 30.6 258.1 8.4 10.9 36.3 3.3 Lbh 15.4 127.6 8.3 17.3 26.7 1.5 Camk4 14.9 122.7 8.3 19.2 71.3 3.7 Ppp1r15a 28.4 233.8 8.2 31.9 116.8 3.7 Barhl1 28.8 236.5 8.2 17.9 54.0 3.0 Irs2 66.5 546.3 8.2 55.4 313.2 5.7 Nfkb2 8.5 69.8 8.2 10.6 34.7 3.3 Slc27a2 0.0 0.2 8.1 0.0 0.0 Klhl1 0.0 0.2 8.1 0.1 1.4 10.1 Cyp4a2 0.0 0.3 8.1 0.0 0.0 Bin2 0.1 0.7 8.1 0.0 0.2 Hsd11b1 0.1 0.4 8.1 0.0 0.0 Rpl3l 0.1 0.5 8.1 0.4 0.3 0.7 Ptgdr2 0.1 0.5 8.1 0.5 0.2 0.3 Slc1a4 24.6 197.6 8.0 7.3 25.5 3.5 Ppp1r11 51.0 410.1 8.0 44.2 182.1 4.1 Rbp4 0.8 6.5 8.0 1.2 2.0 1.6 LOC690137 3.5 28.1 8.0 3.3 12.1 3.6 Otud4 15.2 120.9 7.9 20.4 84.0 4.1 Gprc5b 32.7 258.5 7.9 14.6 71.5 4.9 LOC683077 102.9 791.3 7.7 116.6 347.7 3.0 Jag1 0.4 2.9 7.7 1.0 2.6 2.8 Etnk2 0.9 6.8 7.7 2.2 3.8 1.7 Smim3 1.1 8.3 7.6 3.6 23.2 6.4 Cdo1 1.5 11.6 7.6 1.3 1.1 0.9 Neurod2 31.0 233.7 7.5 51.9 95.7 1.8 Gast 8.1 60.8 7.5 4.8 17.6 3.6 Hmgcs2 0.3 2.1 7.5 0.2 0.6 2.7 RGD1562865 0.9 6.4 7.4 0.4 1.8 4.5 Slc16a1 0.9 6.5 7.4 12.0 16.5 1.4 Ctgf 0.1 0.5 7.4 0.0 1.3 Gls2 2.2 16.1 7.4 1.4 1.9 1.4 Gdf15 19.6 144.0 7.4 10.6 27.8 2.6 Sgms2 5.9 42.9 7.3 10.2 26.9 2.7 Jund 79.1 575.1 7.3 69.3 302.9 4.4 G0s2 19.2 139.2 7.3 150.3 147.9 1.0 Dos 42.4 306.7 7.2 26.0 110.7 4.3 Tnfaip8 1.0 7.4 7.2 1.2 7.3 5.9 Cebpb 9.3 67.0 7.2 4.8 32.5 6.8 Net1 38.0 273.3 7.2 25.3 31.9 1.3 Hs3st3b1 0.6 4.4 7.2 0.3 2.2 6.7 Plat 0.5 3.5 7.0 1.0 11.7 12.1 Rem2 24.4 170.3 7.0 22.7 80.9 3.6 Errfi1 17.1 118.7 7.0 13.8 68.2 4.9 Nfkbiz 0.9 6.6 6.9 2.1 6.6 3.1 Gareml 0.2 1.6 6.9 0.6 2.3 3.8 Phospho1 2.0 14.0 6.9 5.7 10.6 1.8 Zfp612 6.8 46.9 6.9 4.4 9.6 2.2 Tes 17.5 119.7 6.8 29.9 84.5 2.8 Paqr3 5.7 38.7 6.8 3.6 10.6 3.0 Msantd1 1.2 8.4 6.8 0.7 3.7 5.7 Tlr2 0.0 0.2 6.7 0.1 0.2 1.2 Scn1b 1.9 13.0 6.7 2.4 4.9 2.0 Abcg2 0.0 0.2 6.7 0.1 0.1 2.2 Omg 0.0 0.3 6.7 0.1 0.1 0.5 Calhm2 0.0 0.3 6.7 1.3 0.2 0.2 Tubb2b 0.0 0.3 6.7 0.2 0.1 0.5 Fgg 0.1 0.4 6.7 0.0 0.1 Chrna7 0.3 2.2 6.7 1.8 8.7 4.8 Cpa6 0.1 0.4 6.7 0.0 0.0 0.0 Gda 0.1 0.4 6.7 0.0 0.3 Micb 0.1 1.0 6.7 0.4 0.9 2.3 Nudt17 0.1 0.5 6.7 0.6 0.3 0.4 RT1-M5 0.1 0.6 6.7 0.3 0.2 0.6 Alb 0.9 5.8 6.7 1.3 2.1 1.7 Rln1 0.2 1.6 6.7 0.2 0.4 2.2 Pak1 8.7 58.2 6.7 7.0 13.6 1.9 Flrt3 0.3 1.8 6.6 1.2 1.5 1.2 Egfr 2.9 19.0 6.6 0.6 2.9 4.6 Cycs 0.9 6.1 6.6 2.3 2.5 1.1 Iqsec3 6.1 39.8 6.6 3.9 12.7 3.2 Ldhb 33.5 218.5 6.5 60.3 271.3 4.5 Rcan2 17.2 111.8 6.5 13.1 30.2 2.3 Tuba4a 168.7 1087.4 6.4 227.2 554.8 2.4 Zfand2a 72.1 463.6 6.4 83.1 337.2 4.1 Zc3hav1 34.6 219.3 6.3 34.2 118.9 3.5 Ctu2 6.6 41.3 6.3 12.3 14.2 1.1 Homer1 2.2 13.9 6.3 2.4 4.4 1.9 LOC100364769 0.2 1.2 6.3 0.8 0.9 1.0 Gnat1 1.6 10.2 6.2 0.6 1.1 1.8 Zrsr1 4.6 28.5 6.2 3.5 9.8 2.8 Pmp22 4.6 28.3 6.2 4.5 11.4 2.6 Map9 24.8 153.5 6.2 23.8 57.7 2.4 Ahnak 0.1 0.8 6.1 0.1 1.1 12.4 Agap3 43.9 266.5 6.1 49.7 90.8 1.8 Chst15 0.2 1.2 6.1 0.1 0.3 4.4 Nr2f2 16.0 96.7 6.1 17.8 115.3 6.5 Clstn3 38.4 232.6 6.1 17.8 40.1 2.3 Cntn2 0.3 1.5 6.0 0.2 0.3 1.6 Fbxo34 9.1 54.9 6.0 13.2 42.2 3.2 Osbpl6 5.2 30.9 6.0 5.5 26.6 4.9 Dusp4 18.5 110.7 6.0 16.1 105.3 6.5 Arl4a 2.1 12.2 5.9 4.7 9.7 2.1 Apoe 3.0 17.5 5.9 3.3 6.8 2.0 Ube2z 83.9 493.3 5.9 86.1 241.9 2.8 Tp53rk 1.4 8.2 5.9 1.7 3.0 1.8 Prickle2 2.9 17.2 5.9 2.7 2.6 0.9 Jun 3.2 18.7 5.9 6.2 8.1 1.3 Sfmbt2 0.1 0.5 5.8 0.7 0.6 0.9 Tob1 30.6 177.8 5.8 24.9 85.1 3.4 Oxtr 1.3 7.7 5.8 3.1 14.9 4.8 Cd274 11.3 65.3 5.8 9.7 48.6 5.0 Pim3 50.1 289.4 5.8 52.8 134.7 2.5 Kcnf1 3.0 17.3 5.8 1.0 4.1 4.1 Ephx4 0.5 2.9 5.8 1.0 1.7 1.7 Slc7a5 93.4 535.6 5.7 106.3 444.7 4.2 Cln8 9.1 51.7 5.7 9.3 31.5 3.4 Adra2b 0.1 0.5 5.7 0.2 0.4 2.4 Tmem158 4.2 23.9 5.7 2.6 10.8 4.1 Cabp1 62.0 350.8 5.7 23.6 48.5 2.1 Zbtb10 7.3 41.0 5.6 11.0 13.7 1.2 Hr 1.5 8.2 5.6 1.4 1.3 1.0 Sat1 4.1 23.3 5.6 4.9 10.5 2.1 Ninj1 106.6 596.4 5.6 162.0 407.8 2.5 Ftl 9.3 52.2 5.6 16.1 36.1 2.3 Pqlc1 20.6 115.1 5.6 34.2 82.9 2.4 Id1 155.0 863.5 5.6 196.4 576.5 2.9 Fam204a 5.7 31.7 5.6 10.0 16.8 1.7 Cpeb4 46.7 256.9 5.5 32.9 137.6 4.2 Etnk1 41.4 226.7 5.5 45.7 205.8 4.5 Zc3h12a 1.8 10.0 5.5 1.4 5.7 4.1 Ntrk2 12.2 66.7 5.5 6.7 20.2 3.0 Cps1 0.0 0.2 5.4 0.1 0.0 0.7 Clca5 0.1 0.6 5.4 0.3 1.0 3.2 Lgr5 0.0 0.3 5.4 0.2 0.1 0.4 Trib3 7.7 41.8 5.4 4.1 17.1 4.2 RGD1309139 0.0 0.2 5.4 0.0 0.0 1.5 Hpn 0.0 0.3 5.4 0.0 0.1 Cyp2d2 0.0 0.3 5.4 0.1 0.1 1.5 E230034O05Rik 0.1 0.3 5.4 0.1 0.2 1.5 Prr15 0.1 0.3 5.4 0.4 0.5 1.2 Mettl7b 0.1 0.4 5.4 0.0 0.0 Asgr1 0.1 0.4 5.4 0.2 0.1 0.5 Sgcz 0.1 0.4 5.4 0.1 0.3 2.2 Col4a4 0.1 0.4 5.4 0.6 0.4 0.6 Adcy5 1.4 7.8 5.4 0.8 1.0 1.2 Tmem229a 1.7 8.8 5.3 1.1 2.2 1.9 Sdc1 21.7 114.3 5.3 44.2 76.5 1.7 Zfp395 19.4 102.1 5.3 30.0 81.7 2.7 Tmem66 119.2 627.8 5.3 63.6 165.1 2.6 Slc6a15 1.1 5.9 5.2 4.1 5.5 1.4 Pcdh9 0.7 3.4 5.2 0.5 4.4 9.4 Grm2 23.9 125.4 5.2 10.4 21.7 2.1 Pcdh7 0.1 0.7 5.2 0.2 1.2 5.9 Synm 1.3 7.0 5.2 0.5 4.2 8.6 Eif2c2 69.3 354.5 5.1 90.6 242.4 2.7 Cyp2e1 0.3 1.3 5.1 0.2 0.3 1.2 Gpt2 8.6 43.9 5.1 4.9 12.8 2.6 Igfbp4 29.1 147.1 5.1 35.3 77.8 2.2 Aff1 5.8 29.2 5.0 6.3 12.5 2.0 Rsad2 0.2 1.2 5.0 0.1 1.0 19.2 Slc7a8 23.5 118.2 5.0 20.6 82.9 4.0 Arl5b 2.3 11.7 5.0 3.5 16.6 4.7 Stard4 7.3 36.5 5.0 14.8 74.2 5.0 Cdkn1b 42.4 213.0 5.0 55.7 227.3 4.1 MGC114464 22.3 111.4 5.0 15.0 33.9 2.3 Prosapip1 9.4 46.5 5.0 7.6 12.1 1.6 Itpk1 47.1 232.3 4.9 57.4 98.4 1.7 Sgk1 9.5 46.7 4.9 3.1 11.4 3.6 Siah2 10.8 52.9 4.9 9.8 30.1 3.1 Slc6a17 66.9 326.1 4.9 42.4 66.5 1.6 Arl4d 17.1 83.4 4.9 55.7 82.5 1.5 Slc2a1 22.2 107.6 4.9 22.3 34.6 1.5 Slc38a3 19.9 96.2 4.8 55.2 78.1 1.4 Camk2d 6.1 29.3 4.8 6.4 16.1 2.5 Tpm4 248.9 1198.0 4.8 419.2 755.1 1.8 Ifrd1 14.3 68.7 4.8 22.9 70.1 3.1 Pwwp2b 9.2 43.9 4.8 5.3 11.3 2.1 Cldn11 0.4 1.9 4.8 0.1 0.4 3.4 Zmynd15 1.5 7.3 4.8 7.8 10.3 1.3 Gla 24.3 115.4 4.8 27.4 48.8 1.8 Ddi2 12.6 59.9 4.7 12.6 25.9 2.1 Tnfrsf9 1.0 4.9 4.7 3.0 6.1 2.1 Pfkfb3 3.1 14.8 4.7 22.1 25.5 1.2 Usp42 18.8 89.2 4.7 17.1 52.4 3.1 Luzp1 5.7 26.8 4.7 5.1 17.3 3.4 Il6r 15.0 70.9 4.7 21.5 19.1 0.9 Krt80 0.5 2.3 4.7 0.1 0.0 0.0 Rcn1 47.6 223.8 4.7 58.5 146.1 2.5 Prox1 9.5 44.6 4.7 6.9 22.6 3.3 Gpx1 0.8 3.9 4.7 0.6 0.8 1.3 Lmna 93.8 438.3 4.7 139.2 371.2 2.7 Pdlim1 102.3 478.1 4.7 66.4 207.6 3.1 Mgst2 0.3 1.3 4.7 1.4 0.7 0.5 Zfp385b 0.2 0.9 4.6 0.3 0.3 0.9 Fam46a 29.0 133.0 4.6 87.4 190.8 2.2 Fga 0.1 0.4 4.6 0.1 0.0 0.0 Zfp707 0.4 2.0 4.6 1.2 1.6 1.3 Kif26a 14.7 67.3 4.6 17.3 35.8 2.1 Cdc14a 11.2 51.2 4.6 5.4 22.3 4.1 Cdk11b 8.0 36.8 4.6 12.7 13.9 1.1 Cidec 7.3 33.5 4.6 6.1 16.4 2.7 Grin1 10.8 48.9 4.5 5.1 9.8 1.9 Tmem163 25.5 115.5 4.5 16.9 71.4 4.2 Map3k6 0.1 0.5 4.5 0.3 0.7 2.1 Atp1a2 1.3 5.9 4.5 0.8 0.9 1.1 Dab2 0.1 0.3 4.5 0.1 0.9 14.3 RGD1305298 0.3 1.2 4.5 0.5 0.4 0.8 Dusp8 69.5 308.6 4.4 76.2 145.7 1.9 Cabyr 0.3 1.2 4.4 0.7 0.7 1.1 Tmem51 4.0 17.7 4.4 10.8 11.2 1.0 Foxa2 51.8 228.3 4.4 86.3 159.3 1.8 Yod1 6.8 30.0 4.4 6.9 22.5 3.2 Ier3 14.2 62.0 4.4 7.7 36.7 4.8 Ascl1 4.9 21.5 4.4 4.2 42.7 10.1 Gadd45g 306.6 1338.0 4.4 221.6 327.9 1.5 Kcna2 1.5 6.4 4.4 8.7 7.1 0.8 Vgf 389.1 1693.3 4.4 421.2 1457.5 3.5 Ddit3 44.4 192.9 4.3 32.5 46.5 1.4 Ndel1 29.7 128.6 4.3 23.9 50.6 2.1 Snx13 4.7 20.2 4.3 3.8 5.4 1.4 P2rx2 1.0 4.1 4.3 0.6 2.4 3.8 â 

 oeMafA″ 149.5 639.4 4.3 14.6 77.3 5.3 Cntfr 98.0 418.1 4.3 246.1 424.5 1.7 Clcn5 15.3 65.2 4.3 10.6 28.0 2.6 Ier2 5.0 21.2 4.3 5.1 23.6 4.6 Gad1 7.5 31.7 4.2 13.7 15.3 1.1 B3gnt2 9.1 38.7 4.2 4.6 12.9 2.8 Neurod4 0.5 2.2 4.2 1.2 3.1 2.6 Fam70b 1.1 4.8 4.2 0.0 0.0 Cxcl16 10.2 42.9 4.2 58.0 77.6 1.3 Hoxb13 9.8 41.1 4.2 8.8 25.6 2.9 Rps15a 11.8 49.3 4.2 28.0 51.9 1.9 Ifngr1 23.3 97.5 4.2 28.6 74.7 2.6 Ptpn4 5.0 20.9 4.2 4.9 12.3 2.5 Phf15 54.9 228.1 4.2 49.4 76.8 1.6 Mafk 21.7 89.8 4.1 29.4 72.2 2.5 Kti12 8.5 35.4 4.1 12.8 24.3 1.9 Tesk2 2.2 9.2 4.1 1.7 3.8 2.2 Zc3h12c 8.4 34.6 4.1 8.5 26.4 3.1 Scrt2 1.1 4.5 4.1 2.4 7.4 3.1 Rhpn2 9.7 39.8 4.1 13.0 35.1 2.7 Sos1 12.8 52.8 4.1 16.4 23.5 1.4 Fam110a 30.6 125.9 4.1 54.4 73.5 1.4 Rasgrp2 0.8 3.2 4.1 8.3 5.3 0.6 Usp6nl 9.2 37.9 4.1 6.8 25.8 3.8 Mertk 35.9 146.8 4.1 2.2 8.8 4.0 Fam222a 53.4 217.8 4.1 39.2 104.7 2.7 Ankrd61 1.6 6.5 4.1 1.1 2.4 2.2 Gchfr 4.8 19.6 4.1 3.5 4.2 1.2 Bcl2l11 13.1 53.2 4.1 28.8 78.4 2.7 Ndufa5 28.7 116.5 4.1 26.3 34.3 1.3 Col4a1 0.0 0.0 4.1 0.0 0.1 10.3 Ltbp1 0.0 0.0 4.1 0.1 0.2 1.4 Frmpd4 0.0 0.1 4.1 0.0 0.1 1.5 Ephb3 0.7 2.9 4.1 0.9 2.7 2.9 Fam65b 0.0 0.1 4.1 0.0 0.0 Csf1r 0.0 0.1 4.1 0.1 0.0 0.3 Clca1 0.0 0.2 4.1 0.0 0.0 0.0 Lrrc4 0.3 1.4 4.1 0.4 0.5 1.5 Plag1 0.0 0.1 4.1 0.1 0.1 0.7 Slco5a1 0.1 0.6 4.1 0.9 0.5 0.6 Espnl 0.0 0.1 4.1 0.0 0.0 1.5 Mmp2 0.0 0.1 4.1 0.0 0.0 1.5 Adra1d 0.0 0.1 4.1 0.0 0.0 0.0 Atcay 0.1 0.2 4.0 0.1 0.1 1.1 Papolb 0.1 0.3 4.0 0.1 0.5 3.5 Serpina3n 0.1 0.3 4.0 0.1 0.3 2.2 Sfrp5 0.0 0.2 4.0 0.2 0.4 2.0 Plin5 0.0 0.2 4.0 0.0 0.0 0.0 Dnajb9 10.3 41.7 4.0 3.9 6.6 1.7 Prrg4 0.1 0.5 4.0 0.6 1.8 3.2 Hspb8 0.0 0.2 4.0 0.0 0.0 Arntl2 0.1 0.4 4.0 0.0 0.0 0.0 Tdo2 0.1 0.4 4.0 0.2 0.2 1.0 LOC100910940 0.2 0.6 4.0 0.2 0.2 0.7 Pgf 0.1 0.2 4.0 0.4 0.2 0.5 Proc 0.1 0.2 4.0 0.1 0.1 0.7 Tmem591 0.1 0.2 4.0 0.0 0.3 5.9 Art3 0.1 0.5 4.0 0.1 0.2 1.5 Ptger4 0.1 0.5 4.0 0.2 0.5 2.6 Trim50 0.2 0.7 4.0 1.0 0.3 0.3 Ush1g 0.1 0.2 4.0 0.0 0.1 Slc7a1 42.9 173.0 4.0 34.2 72.0 2.1 C1qtnf4 0.1 0.3 4.0 0.1 0.0 0.0 Dnajb7 0.1 0.3 4.0 0.1 0.2 3.0 Gpsm3 0.1 0.3 4.0 0.2 0.2 1.0 Eaf2 0.2 0.6 4.0 0.4 1.1 2.5 Upk3a 0.1 0.3 4.0 5.5 5.5 1.0 Olr418 0.1 0.4 4.0 0.3 0.0 0.0 Lmbr1 9.9 39.3 4.0 10.2 15.6 1.5 Cdkn1a 8.3 33.0 4.0 35.4 104.4 3.0 Bach1 3.1 12.3 4.0 6.3 10.8 1.7 Cyp51 13.1 51.9 4.0 22.3 46.8 2.1 Rnf185 14.6 57.8 4.0 23.8 38.3 1.6 Fabp1 1.2 4.9 3.9 0.8 0.3 0.4 Usp10 14.6 57.3 3.9 17.0 23.0 1.4 Fdx1 6.0 23.4 3.9 5.9 14.5 2.4 RGD1311188 2.5 9.9 3.9 2.4 4.8 2.0 Ubash3b 1.9 7.4 3.9 2.7 3.7 1.4 Sorcs1 0.2 0.7 3.9 0.1 0.1 0.7 Vstm5 0.8 3.2 3.9 0.8 3.3 4.0 Pde4d 14.2 55.4 3.9 12.3 45.7 3.7 Slc9b2 1.4 5.6 3.9 10.8 12.1 1.1 Tgds 9.4 36.5 3.9 6.8 11.7 1.7 Trpc4 4.3 16.9 3.9 11.6 41.9 3.6 Rell2 6.5 25.2 3.9 4.8 6.9 1.4 Stk32a 5.0 19.5 3.9 1.2 3.6 3.1 Tsga10 1.0 4.0 3.9 0.4 1.3 3.0 Sertad1 4.5 17.4 3.9 7.0 34.8 4.9 Arid5a 1.9 7.2 3.9 1.4 7.5 5.5 Aen 22.4 86.6 3.9 35.9 56.5 1.6 Tubb6 1.0 3.9 3.9 2.0 14.0 7.1 Shisa8 0.6 2.3 3.8 0.3 0.8 2.8 Inpp5a 13.2 50.8 3.8 15.8 26.6 1.7 Klhl21 13.4 51.3 3.8 10.7 36.7 3.4 Btg2 83.6 320.3 3.8 65.5 187.7 2.9 Usp36 16.3 62.6 3.8 14.0 30.1 2.1 Cbx8 18.0 69.0 3.8 15.9 29.8 1.9 Baalc 0.2 0.8 3.8 0.1 0.4 4.4 Kpna1 14.4 54.9 3.8 20.3 35.2 1.7 Map3k8 0.5 1.8 3.8 0.4 0.9 2.3 Crb3 45.9 174.2 3.8 42.8 100.6 2.4 Serp1 143.9 546.6 3.8 130.2 266.9 2.1 LOC499781 1.6 6.0 3.8 1.6 6.5 4.0 Trib2 1.6 6.1 3.8 1.7 7.9 4.8 Agpat9 0.8 3.0 3.8 1.0 3.0 3.1 Slc38a5 0.7 2.6 3.8 0.1 0.1 1.0 Ddx3x 40.4 152.0 3.8 93.2 132.0 1.4 Rtp1 3.0 11.1 3.7 4.0 6.5 1.6 Tmub1 28.2 105.4 3.7 24.5 36.3 1.5 Cul4b 30.5 114.1 3.7 39.0 83.5 2.1 Fdxr 3.2 12.0 3.7 5.4 5.7 1.0 Atg16l2 7.1 26.5 3.7 5.1 8.0 1.6 Samd8 13.6 50.8 3.7 16.0 36.2 2.3 Pde10a 33.5 125.2 3.7 46.2 91.8 2.0 Ism1 3.1 11.6 3.7 5.2 30.6 5.9 Ctnnb1 120.6 447.6 3.7 142.2 303.6 2.1 Aspg 0.1 0.5 3.7 0.1 0.0 0.4 Camk1g 6.0 22.1 3.7 2.1 5.4 2.6 Arih1 9.4 34.7 3.7 11.1 20.7 1.9 Rpl21 1.0 3.8 3.7 2.8 3.4 1.2 Dusp5 23.0 85.0 3.7 16.1 42.9 2.7 Sult4a1 33.9 124.9 3.7 30.8 50.2 1.6 Eml4 17.8 65.5 3.7 14.8 27.7 1.9 Eif1a 39.0 143.0 3.7 44.0 59.0 1.3 Il18 0.6 2.1 3.7 1.1 1.5 1.3 Ddhd1 10.0 36.4 3.7 7.9 11.8 1.5 Fam84a 0.2 0.7 3.6 0.3 0.2 0.9 Ubr4 40.3 146.7 3.6 45.0 110.4 2.5 Herpud1 93.9 342.0 3.6 45.9 66.0 1.4 Ppat 24.6 89.7 3.6 40.4 69.9 1.7 Nid2 0.2 0.7 3.6 1.5 2.2 1.4 Enc1 67.5 245.4 3.6 56.1 157.7 2.8 Stk11 30.5 110.5 3.6 37.8 68.3 1.8 Hivep2 22.0 79.8 3.6 23.0 51.4 2.2 Tmem30a 26.7 96.6 3.6 34.3 66.4 1.9 Egr1 23.6 85.2 3.6 10.1 93.1 9.2 Maged1 457.4 1649.7 3.6 430.4 796.1 1.8 Tspan13 47.3 170.4 3.6 56.3 90.7 1.6 Rinl 0.1 0.3 3.6 0.1 0.0 0.0 MGC125239 14.8 53.3 3.6 13.7 29.7 2.2 Rmdn3 6.7 24.0 3.6 5.6 11.7 2.1 Ccnd3 49.4 176.5 3.6 39.0 126.9 3.3 Gsdmd 1.5 5.2 3.6 1.0 2.0 2.0 Rnf19b 9.7 34.4 3.6 12.3 16.5 1.3 Spock2 325.7 1158.5 3.6 108.0 226.8 2.1 Pcdhgb7 0.4 1.3 3.6 1.5 1.0 0.7 Rpl37a-ps1 101.9 361.6 3.5 319.2 342.9 1.1 41891 73.5 260.4 3.5 142.5 234.5 1.6 Btaf1 15.0 53.1 3.5 17.5 56.3 3.2 St18 140.7 496.5 3.5 73.2 200.7 2.7 Vdac1 61.2 215.6 3.5 74.4 103.9 1.4 Cltc 165.7 579.1 3.5 168.6 275.3 1.6 Gtf3c4 16.7 58.2 3.5 24.4 54.2 2.2 Vegfa 179.7 625.2 3.5 86.8 270.6 3.1 Hpx 0.7 2.3 3.5 0.4 0.5 1.2 Slc9a3r1 127.7 443.5 3.5 310.8 692.2 2.2 Snx30 13.0 45.2 3.5 9.5 15.3 1.6 Arsj 0.3 1.1 3.5 1.0 0.8 0.9 Cflar 7.6 26.1 3.5 7.0 15.5 2.2 Tsc22d2 7.5 25.9 3.5 8.5 32.1 3.8 Rasl11b 2.1 7.3 3.5 3.2 10.8 3.4 Surf4 9.5 32.5 3.4 8.8 20.6 2.3 Trib1 50.2 172.0 3.4 55.4 107.4 1.9 Tle3 23.9 81.7 3.4 12.5 17.1 1.4 Frmd4a 9.6 32.7 3.4 17.2 26.1 1.5 Mir343 289.7 990.5 3.4 0.0 367.4 Fgfr1 17.9 61.2 3.4 12.7 40.1 3.2 Ranbp2 23.3 79.2 3.4 22.3 30.8 1.4 Slc3a2 136.8 465.5 3.4 164.5 335.0 2.0 Tpst2 54.0 183.3 3.4 43.0 72.3 1.7 Wnt4 74.5 252.4 3.4 31.3 92.3 2.9 RGD1305464 6.8 23.0 3.4 8.5 21.0 2.5 Hspa5 1076.4 3641.3 3.4 462.9 792.3 1.7 Trpm8 0.0 0.1 3.4 0.0 0.1 4.4 Jam2 0.0 0.1 3.4 0.0 0.0 0.5 Iqub 0.1 0.3 3.4 0.1 0.0 0.3 Egr2 0.1 0.2 3.4 0.0 0.5 23.6 Trpv2 0.1 0.2 3.4 0.7 0.6 0.9 Aldh1l1 0.1 0.2 3.4 0.0 0.1 4.4 Ccdc163 3.7 12.3 3.4 7.0 9.8 1.4 Tinagl1 0.1 0.3 3.4 0.3 0.2 0.6 Spdya 0.1 0.3 3.4 0.1 0.0 0.0 Zfp295 12.1 40.7 3.4 12.1 18.7 1.5 Grasp 2.4 8.0 3.4 1.8 6.1 3.4 Crkl 8.3 28.1 3.4 13.5 28.6 2.1 Rgs7bp 0.6 2.1 3.4 0.9 1.3 1.5 Prkar1a 261.4 877.7 3.4 339.4 564.1 1.7 Nap1l3 6.1 20.3 3.4 4.9 8.0 1.6 Olr906 0.2 0.6 3.3 0.1 0.2 3.0 Nt5c3 9.3 31.2 3.3 17.4 38.9 2.2 Tspyl2 17.2 57.5 3.3 8.9 11.8 1.3 Camk2n2 124.1 413.5 3.3 75.6 179.7 2.4 Lrp12 9.0 29.8 3.3 9.8 21.7 2.2 Gpr6 22.8 75.7 3.3 34.7 85.7 2.5 Gba2 12.4 41.0 3.3 20.6 47.4 2.3 Cnksr3 6.8 22.5 3.3 11.5 14.2 1.2 Cldnd1 33.3 110.5 3.3 45.8 76.8 1.7 Rasd2 0.2 0.8 3.3 0.7 1.5 2.1 Aldoart1 0.6 2.1 3.3 1.1 1.9 1.8 Agmat 0.7 2.4 3.3 2.6 2.7 1.0 Zfhx2 12.7 41.9 3.3 7.7 22.5 2.9 Fam220a 16.3 53.8 3.3 16.7 38.3 2.3 Srsf2 223.7 736.6 3.3 273.5 706.0 2.6 Vkorc1l1 1.9 6.2 3.3 4.6 5.7 1.3 Surf6 3.5 11.5 3.3 8.7 9.8 1.1 Nfkbie 11.1 36.5 3.3 9.5 28.8 3.0 Tnnc1 0.5 1.6 3.3 2.0 1.2 0.6 Dhx38 19.2 62.9 3.3 33.9 35.4 1.0 Kit 93.5 306.0 3.3 108.5 236.4 2.2 Sema4b 61.7 202.1 3.3 52.0 123.8 2.4 Tp53inp2 100.7 329.0 3.3 67.0 169.6 2.5 Arg2 0.4 1.3 3.3 0.4 0.4 1.1 Prmt1 0.5 1.6 3.3 2.3 3.0 1.3 Fam160a1 2.4 7.7 3.3 1.4 2.9 2.0 Cyr61 0.5 1.6 3.3 0.4 0.5 1.2 Znrd1 98.2 319.2 3.3 101.0 192.4 1.9 Selt 56.7 183.9 3.2 93.6 141.7 1.5 Ezr 53.3 172.5 3.2 98.6 208.5 2.1 Pde1c 11.4 37.0 3.2 13.1 31.8 2.4 Pou6f2 1.2 3.8 3.2 15.6 38.1 2.4 Orc1 3.4 11.1 3.2 4.2 6.4 1.5 Arf4 116.4 375.2 3.2 109.5 256.8 2.3 Ets2 52.1 167.8 3.2 64.7 198.5 3.1 Gtf2f1 76.0 244.7 3.2 128.6 140.9 1.1 Nubpl 0.4 1.2 3.2 1.5 1.1 0.7 Psmb6 5.1 16.5 3.2 18.2 19.7 1.1 Tph1 0.3 1.0 3.2 0.4 0.5 1.4 Rlbp1 0.3 0.8 3.2 0.9 0.9 1.0 Rps15 414.8 1329.1 3.2 1220.8 1602.4 1.3 Slc16a3 0.3 1.0 3.2 0.4 0.5 1.4 Lims2 0.3 1.0 3.2 0.1 0.5 7.4 Eaf1 17.7 56.6 3.2 25.0 56.6 2.3 Nav2 42.5 135.5 3.2 21.1 43.9 2.1 Nrn1 2.5 8.0 3.2 8.8 24.7 2.8 Nap1l2 30.8 97.9 3.2 31.4 33.6 1.1 Jak1 47.1 149.5 3.2 67.6 89.7 1.3 Hck 0.7 2.1 3.2 0.5 0.7 1.5 Dffb 13.8 43.8 3.2 12.1 52.8 4.4 LOC100302372 0.1 0.2 3.2 0.1 0.3 2.0 Rxra 39.2 123.1 3.1 35.4 125.3 3.5 Hivep1 13.2 41.5 3.1 9.7 41.3 4.2 Evi2a 0.2 0.6 3.1 0.0 0.4 7.4 Baiap2 26.5 83.1 3.1 15.2 45.8 3.0 Ablim2 16.8 52.6 3.1 5.9 13.2 2.3 Gspt2 8.1 25.4 3.1 7.8 20.8 2.6 Mad2l1bp 19.5 61.0 3.1 42.1 93.7 2.2 Hspbp1 62.0 193.5 3.1 109.2 170.2 1.6 Ccdc80 0.2 0.7 3.1 0.5 0.8 1.4 Vwce 0.4 1.2 3.1 0.2 0.4 1.8 Itpr3 40.5 126.2 3.1 38.0 67.4 1.8 Ell 9.1 28.3 3.1 7.4 15.8 2.1 Efnb1 18.5 57.7 3.1 14.8 33.6 2.3 Zbtb49 6.6 20.4 3.1 6.1 11.1 1.8 Ppap2a 42.4 131.8 3.1 25.2 36.1 1.4 Med31 19.9 61.9 3.1 17.7 11.4 0.6 Sgcd 0.1 0.4 3.1 0.1 0.1 1.5 Arhgap24 13.5 41.8 3.1 6.0 18.8 3.2 RT1-CE2 2.1 6.4 3.1 4.7 7.1 1.5 LOC100362347 4.1 12.7 3.1 4.5 6.8 1.5 Iffo2 15.8 48.6 3.1 22.2 30.3 1.4 LOC691995 4.8 14.7 3.1 10.0 18.8 1.9 Traf4 65.2 200.6 3.1 98.7 156.7 1.6 Hmox1 19.5 60.0 3.1 10.3 48.4 4.7 Ccrn4l 32.2 98.6 3.1 21.7 61.5 2.8 Uba1 107.3 328.1 3.1 155.1 266.1 1.7 Creb3l1 11.4 34.8 3.1 5.2 7.4 1.4 Chpf 54.1 165.1 3.1 46.3 110.1 2.4 Eif6 82.0 250.3 3.1 130.8 192.0 1.5 Chst8 1.5 4.5 3.1 8.6 7.8 0.9 Creb3l2 41.4 125.9 3.0 33.1 132.4 4.0 Taf1d 15.9 48.3 3.0 28.1 43.8 1.6 Myo16 5.5 16.7 3.0 1.7 3.2 1.9 Fggy 1.0 3.1 3.0 1.3 0.7 0.5 Igf1r 113.2 343.1 3.0 28.8 126.9 4.4 Tln1 31.7 95.8 3.0 47.9 88.1 1.8 Spats1 0.3 0.9 3.0 0.7 0.6 0.8 Vps18 13.8 41.8 3.0 12.8 24.0 1.9 Tbcc 13.9 41.9 3.0 19.7 33.4 1.7 Kcnk1 9.2 27.6 3.0 10.4 21.2 2.0 Cables1 4.7 14.3 3.0 4.8 6.3 1.3 Ppp2r1b 13.6 40.9 3.0 17.6 29.1 1.7 Abca5 4.2 12.8 3.0 3.0 6.2 2.1 Tspyl4 41.5 124.9 3.0 38.9 66.6 1.7 Erlin1 27.3 82.1 3.0 20.6 39.2 1.9 Cpne8 2.4 7.2 3.0 6.0 12.3 2.0 Top1 2.6 7.8 3.0 6.1 8.4 1.4 Ccnl1 12.3 36.9 3.0 10.5 19.3 1.8 Rhbdf2 5.1 15.3 3.0 7.1 12.1 1.7 Pcgf5 15.8 47.1 3.0 14.4 27.8 1.9 Id2 2.3 6.8 3.0 10.6 8.2 0.8 Pabpc4 25.3 75.1 3.0 52.0 84.1 1.6 Krt73 1.4 4.2 3.0 0.8 0.5 0.6 Cdc42ep3 7.8 23.0 3.0 8.0 13.1 1.6 Dlg3 5.4 16.1 3.0 3.3 3.5 1.1 Ggct 15.9 47.1 3.0 12.9 17.3 1.3 Vegfc 0.3 0.8 3.0 1.6 2.0 1.3 Rras2 4.0 11.7 3.0 6.8 10.7 1.6 Tor1b 73.4 216.0 2.9 110.5 339.4 3.1 Srsf7 65.8 193.2 2.9 101.4 138.9 1.4 Ddx6 2.0 5.9 2.9 2.2 2.8 1.3 Ica1 141.6 414.6 2.9 119.1 179.2 1.5 Ddit4 11.6 34.0 2.9 10.4 19.9 1.9 Ripk4 14.4 41.9 2.9 16.0 27.4 1.7 Syt7 283.1 825.6 2.9 333.0 737.1 2.2 Chac1 15.8 46.1 2.9 1.9 8.0 4.1 Dnajc25 9.0 26.2 2.9 9.9 14.8 1.5 Gpbp1 13.5 39.0 2.9 15.8 30.3 1.9 Ckb 536.5 1554.2 2.9 759.7 1426.6 1.9 Ccny 59.0 170.8 2.9 53.2 101.1 1.9 Plg 0.2 0.6 2.9 0.3 0.2 0.7 Pcdha8 0.1 0.3 2.9 0.3 0.7 2.2 Peli3 5.8 16.9 2.9 5.4 7.8 1.4 Sts 4.3 12.4 2.9 1.8 5.3 2.9 Naf1 3.1 8.9 2.9 3.3 7.1 2.1 Aldoa 274.2 791.1 2.9 365.2 727.6 2.0 Rasal1 5.2 15.1 2.9 4.0 9.1 2.3 LOC684112 19.5 56.1 2.9 14.3 30.2 2.1 Isca1 67.5 194.6 2.9 68.2 121.3 1.8 Ass1 45.5 131.1 2.9 11.1 19.9 1.8 Zfp516 50.5 145.3 2.9 25.1 70.2 2.8 Usp2 0.6 1.7 2.9 0.3 1.0 3.4 Wsb1 5.1 14.6 2.9 13.7 23.5 1.7 RGD1310352 88.7 254.7 2.9 82.9 109.6 1.3 Oraov1 17.6 50.4 2.9 24.0 55.9 2.3 Phf20 16.7 47.8 2.9 19.4 22.8 1.2 Eif4a2 92.6 265.0 2.9 112.5 145.4 1.3 Bag3 30.8 88.2 2.9 43.4 78.2 1.8 Ttpal 19.1 54.6 2.9 13.4 47.0 3.5 Asic2 2.0 5.8 2.9 1.5 5.2 3.4 Hspa12b 0.4 1.2 2.9 0.7 0.9 1.3 Sh3pxd2a 17.9 51.0 2.8 6.9 9.1 1.3 Pcdhga12 0.5 1.3 2.8 0.6 1.5 2.5 Slc20a1 30.5 86.5 2.8 39.0 60.3 1.5 Nt5e 6.4 18.0 2.8 2.9 3.7 1.3 Apold1 0.8 2.3 2.8 1.4 3.1 2.2 Rell1 13.9 39.2 2.8 14.1 26.5 1.9 Appbp2 15.5 44.0 2.8 14.9 30.1 2.0 Ppp1r15b 34.0 96.0 2.8 26.0 58.0 2.2 Tbccd1 16.3 46.2 2.8 9.3 9.7 1.0 Pde8a 7.8 22.0 2.8 5.5 11.1 2.0 Trpc1 3.7 10.4 2.8 4.0 8.7 2.1 Lamb3 21.1 59.6 2.8 32.7 55.1 1.7 Bex1 236.0 665.0 2.8 601.7 642.9 1.1 Ptprcap 1.0 2.9 2.8 1.6 2.4 1.5 Mecom 1.1 3.2 2.8 5.3 16.4 3.1 Unc13a 32.5 91.4 2.8 27.1 49.9 1.8 Tmem150b 1.9 5.2 2.8 2.4 2.4 1.0 Nfkbia 28.9 80.9 2.8 30.6 79.9 2.6 Slc25a37 4.1 11.5 2.8 3.0 8.3 2.8 F13b 0.5 1.4 2.8 1.4 2.2 1.6 Tmem39a 31.7 88.4 2.8 21.1 36.4 1.7 RGD1311863 2.1 5.9 2.8 6.9 10.4 1.5 Nudt4 60.0 165.9 2.8 93.7 125.1 1.3 Hsp90aa1 14.5 40.1 2.8 44.8 50.9 1.1 Rtn4rl1 68.8 190.0 2.8 47.6 95.4 2.0 Smarca5 6.0 16.5 2.8 8.3 11.4 1.4 Mxd3 46.5 128.2 2.8 111.8 144.3 1.3 Bcor 24.3 66.9 2.8 16.1 26.7 1.7 Tnfrsf21 7.8 21.3 2.7 17.7 37.2 2.1 Mcl1 16.5 45.3 2.7 20.2 41.1 2.0 Stat3 52.9 144.6 2.7 45.9 100.4 2.2 Tra2b 17.5 47.6 2.7 30.5 42.7 1.4 Atp2a2 283.6 773.2 2.7 244.9 490.9 2.0 Ccdc86 231.9 631.7 2.7 263.2 364.8 1.4 Ubqln2 165.8 451.0 2.7 164.5 292.8 1.8 Nsbp1 2.4 6.5 2.7 12.7 7.9 0.6 Snrnp48 19.3 52.3 2.7 26.2 42.0 1.6 Slc38a2 67.3 182.7 2.7 101.6 166.6 1.6 Alkbh5 44.6 121.0 2.7 40.0 75.7 1.9 Efna5 12.1 32.7 2.7 4.5 12.1 2.7 Nav3 0.0 0.1 2.7 0.0 0.1 1.8 Scn4a 0.0 0.0 2.7 0.0 0.0 0.0 Frem3 0.0 0.0 2.7 0.1 0.1 1.1 Slc9a3 0.0 0.1 2.7 0.0 0.1 2.2 Heyl 0.0 0.1 2.7 0.0 0.1 5.2 Gucy2d 0.0 0.1 2.7 0.0 0.0 Kbtbd8 1.5 4.2 2.7 2.4 5.0 2.1 Cpxm2 0.0 0.1 2.7 0.0 0.0 0.0 Dll4 0.1 0.2 2.7 0.2 0.2 1.5 Hephl1 0.0 0.1 2.7 0.1 0.0 0.0 Tmc3 0.0 0.1 2.7 0.0 0.0 1.5 Nat8l 0.0 0.1 2.7 0.0 0.0 0.0 Itgb2 0.0 0.1 2.7 0.0 0.0 0.0 Ppef2 0.0 0.1 2.7 0.1 0.0 0.0 Itih4 0.1 0.1 2.7 0.1 0.0 0.0 Ptplad1 22.4 60.4 2.7 19.0 30.2 1.6 Mycbpap 0.1 0.1 2.7 0.0 0.0 Hsf2bp 0.3 0.8 2.7 0.1 0.3 3.3 Ncf1 0.0 0.1 2.7 0.2 0.0 0.2 B3galt1 0.1 0.3 2.7 0.2 0.1 0.4 Pck1 0.0 0.1 2.7 0.2 0.0 0.2 Ccdc67 0.0 0.1 2.7 0.0 0.0 Slc25a21 0.1 0.2 2.7 0.0 0.1 3.0 P2rx5 0.1 0.2 2.7 0.0 0.0 Mxra8 0.0 0.1 2.7 0.0 0.1 Slc27a5 0.1 0.2 2.7 0.0 0.0 1.5 Lingo2 0.0 0.1 2.7 0.0 0.1 4.4 Rab21 20.5 55.2 2.7 24.2 36.9 1.5 Hmox2-ps1 0.1 0.3 2.7 0.3 0.2 0.7 Tra2a 38.9 105.0 2.7 44.3 86.3 1.9 Cpa5 0.0 0.1 2.7 0.1 0.4 3.9 Slc7a7 0.0 0.1 2.7 0.1 0.1 1.5 Adrb2 0.0 0.1 2.7 0.3 0.1 0.6 Aknad1 0.0 0.1 2.7 0.0 0.0 Defb36 17.6 47.4 2.7 11.9 17.5 1.5 LOC299282 0.0 0.1 2.7 0.0 0.1 Nab1 11.8 31.8 2.7 10.2 26.1 2.6 Wisp1 0.0 0.1 2.7 0.0 0.1 3.0 Cyp1a2 0.0 0.1 2.7 0.0 0.0 Ces1c 0.1 0.2 2.7 0.0 0.0 0.0 Hoga1 0.0 0.1 2.7 0.0 0.0 Nsg1 319.8 861.1 2.7 417.9 723.4 1.7 Oas1h 0.1 0.3 2.7 0.2 0.1 0.5 Slc25a47 0.2 0.4 2.7 0.6 0.0 0.0 RGD1564149 0.1 0.3 2.7 0.3 0.2 0.7 Ppp1r32 0.6 1.5 2.7 0.5 1.4 3.1 Gapdh-ps1 0.1 0.2 2.7 0.1 0.1 1.5 Tuba8 0.1 0.2 2.7 0.1 0.1 1.0 Dusp14 0.2 0.5 2.7 0.2 0.2 1.1 Cldn14 0.1 0.2 2.7 0.0 0.1 Qk 0.1 0.2 2.7 0.2 0.1 0.6 Mid1ip1 226.4 608.7 2.7 517.5 958.3 1.9 Rnf133 0.1 0.2 2.7 0.1 0.4 3.7 Eid3 0.4 1.2 2.7 1.0 2.1 2.0 Mef2b 0.1 0.3 2.7 0.2 0.5 3.0 Lipogenin 0.1 0.2 2.7 0.0 0.2 Arr3 0.1 0.2 2.7 0.0 0.0 Pou5f2 0.1 0.2 2.7 0.2 0.0 0.0 RGD1359334 0.1 0.2 2.7 0.0 0.0 Azgp1 0.2 0.6 2.7 0.2 0.3 1.1 Rhoq 3.9 10.5 2.7 3.7 5.3 1.4 Pax4 0.1 0.2 2.7 0.2 0.2 1.0 Coro1a 18.2 48.9 2.7 28.2 45.7 1.6 Atp6v1e2 0.1 0.2 2.7 0.3 0.2 0.7 Map3k2 8.8 23.7 2.7 6.7 16.3 2.4 Magi3 5.8 15.5 2.7 6.7 9.3 1.4 Ninj2 0.2 0.6 2.7 0.0 0.0 LOC500594 0.1 0.3 2.7 0.1 0.0 0.0 Baiap2l1 17.8 47.4 2.7 16.6 29.9 1.8 Setl1 0.1 0.3 2.7 0.1 0.0 0.0 Lpin1 9.6 25.6 2.7 12.8 22.2 1.7 Eef1a1 54.1 144.1 2.7 165.7 175.7 1.1 Mogat1 0.1 0.3 2.7 0.1 0.2 1.5 RGD1309586 0.8 2.2 2.7 2.1 2.5 1.2 Gsta4 0.1 0.4 2.7 0.3 0.2 0.5 Trmt10c 5.4 14.4 2.7 6.9 13.0 1.9 Nudt18 3.0 8.0 2.7 1.9 0.9 0.5 Uba2 2.4 6.4 2.7 4.9 6.3 1.3 Sptbn1 152.6 405.9 2.7 190.3 297.2 1.6 Spaca4 0.2 0.4 2.7 0.2 1.1 4.5 Acot2 2.1 5.6 2.7 2.6 3.0 1.1 Golga7 29.9 79.4 2.7 29.2 44.8 1.5 Epas1 38.7 102.8 2.7 11.3 26.8 2.4 H3f3b 103.7 275.2 2.7 147.3 221.7 1.5 Gpr19 7.6 20.3 2.7 10.1 15.9 1.6 Ttc9 10.7 28.4 2.6 4.5 14.0 3.1 Otud3 3.5 9.3 2.6 4.5 7.7 1.7 Actg1 1.3 3.5 2.6 2.8 3.5 1.3 Azin1 42.3 112.1 2.6 43.7 101.3 2.3 Urb2 3.5 9.2 2.6 4.3 9.1 2.1 Wdr43 14.9 39.4 2.6 30.3 41.5 1.4 Pnrc1 22.8 60.3 2.6 16.6 35.3 2.1 Ncl 35.9 94.7 2.6 138.9 116.5 0.8 Timp2 5.3 13.9 2.6 5.0 5.4 1.1 Rpl32 0.2 0.6 2.6 0.0 0.3 Prpf38a 23.8 62.5 2.6 34.6 46.3 1.3 Thsd7a 0.3 0.7 2.6 3.1 3.7 1.2 Slc18a2 0.9 2.4 2.6 1.0 2.2 2.1 Syncrip 8.6 22.5 2.6 22.6 29.4 1.3 Nrarp 1.1 2.8 2.6 1.0 2.4 2.3 Cebpz 15.4 40.3 2.6 19.1 28.7 1.5 Tars 35.5 93.0 2.6 45.5 79.6 1.8 Rps25 1.1 2.8 2.6 1.9 1.9 1.0 Trim45 1.7 4.5 2.6 1.0 2.5 2.5 Uspl1 12.3 32.1 2.6 19.6 30.0 1.5 Prickle1 9.9 25.8 2.6 6.2 6.1 1.0 Scgb1c1 0.3 0.7 2.6 0.4 0.0 0.0 Eif3a 65.2 170.6 2.6 103.8 103.9 1.0 Mtss11 39.9 104.3 2.6 31.7 29.3 0.9 Gnl1 54.9 143.4 2.6 70.0 95.2 1.4 Mcu 21.8 57.0 2.6 21.6 32.2 1.5 NMS 0.3 0.8 2.6 0.0 0.0 Ang1 0.3 0.8 2.6 4.3 3.9 0.9 LOC287167 0.3 0.8 2.6 1.2 0.0 0.0 Atp11a 48.5 126.3 2.6 22.7 32.9 1.5 Pop4 36.9 96.0 2.6 45.2 51.1 1.1 Pfdn2 13.5 35.0 2.6 28.1 28.4 1.0 Ctdp1 21.7 56.4 2.6 26.2 42.1 1.6 LOC498231 0.2 0.4 2.6 0.4 0.6 1.5 Mgat2 9.4 24.4 2.6 7.0 15.6 2.2 Zfp347 1.5 4.0 2.6 1.4 5.2 3.6 Dnaaf2 4.5 11.7 2.6 3.2 5.6 1.8 Eif2ak1 47.3 122.3 2.6 48.6 96.1 2.0 Srsf5 70.4 181.8 2.6 84.5 83.7 1.0 Smim12 7.7 19.9 2.6 6.6 6.2 0.9 Atp2b1 52.6 135.6 2.6 46.7 76.9 1.6 Mkrn2 15.9 40.9 2.6 13.7 22.6 1.6 Hcn4 30.5 78.6 2.6 21.7 24.8 1.1 Gpatch21 4.5 11.5 2.6 3.1 7.0 2.3 Astn2 0.7 1.8 2.6 0.7 0.9 1.3 Amd1 30.8 79.1 2.6 36.4 61.4 1.7 Mapk8ip1 143.0 366.6 2.6 149.8 285.3 1.9 Prdm2 11.4 29.1 2.6 7.5 12.2 1.6 Mki67ip 32.3 82.9 2.6 43.3 53.4 1.2 Tmx4 27.2 69.5 2.6 36.1 41.2 1.1 Tmem189 118.4 302.4 2.6 91.4 184.1 2.0 Cox7a2 2.2 5.6 2.6 1.9 4.7 2.6 Gnb5 15.1 38.5 2.6 12.1 15.7 1.3 Foxa1 5.8 14.7 2.6 3.3 23.9 7.3 Hap1 52.5 133.8 2.6 45.9 72.8 1.6 Oxnad1 7.4 18.8 2.5 8.9 10.5 1.2 Usp12 0.8 2.0 2.5 0.6 0.6 1.0 Pfn3 3.3 8.3 2.5 2.4 3.6 1.5 Pou6f1 7.5 19.2 2.5 6.3 6.4 1.0 Sms 0.5 1.2 2.5 2.1 1.6 0.8 Dctn1 162.3 412.5 2.5 129.1 185.6 1.4 Eif5b 0.7 1.9 2.5 1.8 1.1 0.6 Cd200 30.1 76.3 2.5 34.2 64.6 1.9 Cpn1 58.8 149.0 2.5 71.9 108.9 1.5 Grin2c 0.1 0.3 2.5 0.1 0.2 2.1 Ntng2 0.3 0.7 2.5 1.2 2.5 2.1 Tinf2 9.2 23.2 2.5 6.5 11.0 1.7 Josd1 42.1 106.3 2.5 36.5 50.7 1.4 Aebp2 10.5 26.6 2.5 14.6 24.6 1.7 Tprn 27.2 68.5 2.5 17.9 36.4 2.0 Zfp655 0.5 1.4 2.5 0.8 0.8 1.0 Slc25a33 3.7 9.4 2.5 5.4 7.9 1.5 Tmed5 4.7 11.7 2.5 10.0 19.4 1.9 Pnn 19.2 48.2 2.5 31.8 36.8 1.2 Mib2 7.7 19.4 2.5 7.9 8.8 1.1 Impact 21.0 52.4 2.5 18.8 22.7 1.2 Man1b1 69.0 172.5 2.5 58.8 62.3 1.1 Rpl31 6.8 17.1 2.5 7.3 9.6 1.3 Mbnl2 46.9 117.2 2.5 38.8 78.3 2.0 Slc2a13 2.3 5.8 2.5 0.8 2.1 2.5 Pdha1 6.4 16.0 2.5 12.9 16.9 1.3 Zfand5 22.1 54.9 2.5 33.3 44.6 1.3 Filip1 8.9 22.1 2.5 9.8 14.4 1.5 Il1r1 38.7 96.3 2.5 27.8 43.9 1.6 Fzd3 3.4 8.4 2.5 5.0 7.2 1.4 Pam 158.4 393.7 2.5 190.9 331.6 1.7 Lrfn4 49.3 122.4 2.5 50.5 96.4 1.9 Zpbp 0.8 1.9 2.5 0.6 0.8 1.4 Cpa2 14.4 35.6 2.5 5.8 12.7 2.2 Fabp3 18.2 45.2 2.5 106.9 116.9 1.1 Id3 161.1 399.5 2.5 134.6 265.9 2.0 Prcp 8.1 20.0 2.5 13.5 21.5 1.6 Srgap1 1.0 2.4 2.5 2.1 3.1 1.5 Sema7a 0.2 0.4 2.5 0.3 0.3 1.2 Ntmt1 28.3 69.9 2.5 50.7 67.5 1.3 Ccdc19 0.3 0.7 2.5 0.2 0.2 0.7 Arhgap28 0.6 1.5 2.5 0.8 1.0 1.2 Rreb1 9.9 24.4 2.5 9.4 17.0 1.8 Rhbdl1 0.3 0.8 2.5 0.5 0.6 1.2 Vav3 2.7 6.8 2.5 5.7 12.5 2.2 Pbdc1 9.7 23.9 2.5 16.2 18.4 1.1 Sacm1l 8.8 21.6 2.5 9.3 10.3 1.1 Itch 13.4 33.1 2.5 12.6 17.4 1.4 Btbd9 10.6 26.0 2.5 10.6 22.1 2.1 Slc25a3 302.5 744.2 2.5 441.9 679.1 1.5 Galnt10 36.5 89.7 2.5 46.1 67.1 1.5 Impdh2 53.6 131.7 2.5 84.1 103.7 1.2 Irf7 4.8 11.8 2.5 10.0 9.5 0.9 Map1lc3a 74.2 182.0 2.5 46.4 63.7 1.4 Atf4 235.5 574.4 2.4 138.2 256.5 1.9 Per2 8.8 21.3 2.4 4.5 12.7 2.8 Gtpbp4 1.2 2.9 2.4 1.7 2.4 1.4 Kitlg 0.4 0.9 2.4 2.4 4.4 1.8 Hnrnph2 91.0 221.3 2.4 120.2 142.3 1.2 Prima1 0.1 0.3 2.4 0.0 0.1 1.5 Cldn1 0.4 0.9 2.4 0.4 0.7 1.7 Dmgdh 0.1 0.3 2.4 0.1 0.1 1.0 Rnf138 2.0 4.8 2.4 2.7 3.5 1.3 Fem1a 49.9 121.2 2.4 49.1 84.8 1.7 Slc26a5 0.2 0.4 2.4 0.0 0.0 1.5 Ccrl2 0.2 0.5 2.4 0.2 0.3 1.5 Mxi1 26.5 64.1 2.4 36.9 35.4 1.0 Rgs16 54.7 132.4 2.4 122.8 209.8 1.7 RGD1309104 33.3 80.7 2.4 21.5 34.7 1.6 Rbm47 47.5 114.9 2.4 42.7 64.2 1.5 Fhdc1 29.0 70.2 2.4 24.6 27.5 1.1 Gramd3 35.3 85.4 2.4 18.0 34.4 1.9 Smim14 80.7 194.9 2.4 19.4 36.2 1.9 Ucn3 1.3 3.2 2.4 0.0 0.0 Slc35c1 35.8 86.3 2.4 49.1 130.0 2.6 Dnmt3a 21.8 52.3 2.4 21.4 34.7 1.6 Tgfbr3 2.3 5.4 2.4 2.0 4.2 2.2 Nt5dc3 44.9 107.9 2.4 21.3 58.8 2.8 Dnaja2 46.8 112.6 2.4 84.3 94.7 1.1 Agpat6 39.8 95.6 2.4 53.8 60.7 1.1 Apod 0.6 1.3 2.4 0.1 0.4 4.5 RGD1560888 37.9 91.0 2.4 58.3 83.2 1.4 Atp5g1 183.4 440.6 2.4 201.6 281.6 1.4 Naa50 3.0 7.2 2.4 4.8 8.5 1.7 Cyp2c23 0.4 0.9 2.4 0.5 0.9 1.8 Itpkb 59.5 142.5 2.4 3.4 6.1 1.8 Socs2 49.4 118.2 2.4 28.2 35.1 1.2 Dyrk2 13.9 33.4 2.4 12.7 18.2 1.4 Ubl3 284.8 681.3 2.4 124.3 273.2 2.2 Flna 2.6 6.2 2.4 5.0 8.4 1.7 Wdr1 129.8 310.3 2.4 129.6 203.2 1.6 Spag9 29.1 69.4 2.4 28.9 40.2 1.4 Sez6l 5.0 11.8 2.4 0.3 1.0 3.0 Usp51 8.6 20.5 2.4 10.9 28.0 2.6 Nefm 4.6 10.9 2.4 3.7 5.7 1.6 Hnrph1 77.2 183.9 2.4 142.3 165.5 1.2 RGD1306119 4.0 9.5 2.4 4.1 8.3 2.0 Fahd1 26.0 61.7 2.4 25.5 37.0 1.5 Srsf3 21.4 50.7 2.4 28.2 36.7 1.3 Pragmin 3.1 7.5 2.4 4.3 15.1 3.5 Fam108b1 12.3 29.1 2.4 16.6 20.4 1.2 Chp 7.8 18.4 2.4 9.0 12.2 1.4 Flcn 27.0 63.9 2.4 29.6 27.5 0.9 Get4 73.7 174.6 2.4 93.0 94.5 1.0 Grin2b 0.1 0.1 2.4 0.0 0.0 Bhlhe40 23.6 55.9 2.4 95.7 76.9 0.8 Tcf7l2 0.9 2.2 2.4 1.0 2.6 2.6 Taf7 9.9 23.3 2.4 11.6 12.3 1.1 Il18r1 0.1 0.3 2.4 0.2 0.1 0.6 Uap1l1 8.7 20.6 2.4 5.2 6.8 1.3 Tmem63c 16.8 39.7 2.4 21.4 26.3 1.2 Gtf2a2 3.1 7.4 2.4 3.7 6.3 1.7 Th 0.4 0.9 2.4 0.1 0.2 1.5 Cyp2d3 0.2 0.5 2.4 0.2 0.2 1.1 Uri1 6.2 14.6 2.4 8.8 8.4 1.0 Tnk1 19.8 46.6 2.4 17.7 34.5 2.0 Ssr3 75.7 178.0 2.3 77.6 114.4 1.5 Ppfibp2 0.4 1.0 2.3 0.1 0.4 2.4 Nampt 11.9 28.0 2.3 16.3 21.8 1.3 Col16a1 2.8 6.6 2.3 1.3 1.6 1.2 Heca 6.4 15.0 2.3 9.4 9.5 1.0 RGD1359108 5.8 13.6 2.3 8.9 15.2 1.7 Ehd4 5.1 12.0 2.3 5.4 8.7 1.6 RGD1563216 1.3 3.0 2.3 2.4 2.0 0.8 Clic4 52.9 123.7 2.3 26.1 59.2 2.3 Iqcb1 6.3 14.8 2.3 5.7 5.9 1.0 Bag2 9.4 21.9 2.3 9.7 9.6 1.0 Cryba4 0.5 1.1 2.3 0.5 1.2 2.4 Rrp1 30.5 71.3 2.3 48.6 50.7 1.0 Galnt11 25.7 60.0 2.3 15.4 19.3 1.3 Dd25 6.5 15.2 2.3 5.2 8.7 1.7 Prex1 50.8 118.1 2.3 84.1 105.9 1.3 Mcfd2 41.4 96.4 2.3 32.7 52.9 1.6 Epm2aip1 36.3 84.4 2.3 30.2 43.7 1.4 Fbxo33 6.3 14.6 2.3 5.7 10.7 1.9 Pomc 3.3 7.7 2.3 4.3 4.6 1.1 Pde4b 2.2 5.0 2.3 5.5 10.5 1.9 Hic2 3.1 7.1 2.3 2.5 4.3 1.7 Mllt11 31.8 73.5 2.3 35.1 90.9 2.6 Mccc2 18.1 41.8 2.3 16.5 23.9 1.4 Mab21l1 0.5 1.1 2.3 0.5 0.5 1.1 Gabarapl2 7.7 17.7 2.3 7.9 10.3 1.3 Man1a1 1.1 2.5 2.3 3.7 5.7 1.6 Cdk12 21.4 49.3 2.3 17.3 33.4 1.9 Adra2a 20.6 47.6 2.3 13.1 44.1 3.4 Sar1a 79.9 184.5 2.3 85.3 102.3 1.2 Idi1 12.5 28.7 2.3 14.0 22.8 1.6 Ube2j1 55.1 126.8 2.3 32.7 59.8 1.8 Orc2 6.4 14.6 2.3 6.3 11.2 1.8 Golph3 30.5 70.3 2.3 34.0 55.9 1.6 Trim36 0.8 1.8 2.3 1.6 2.4 1.4 Odc1 23.5 54.1 2.3 39.4 62.2 1.6 Rdh16 1.4 3.2 2.3 0.7 0.6 1.0 Mvk 29.0 66.6 2.3 37.5 31.5 0.8 Slc10a3 15.0 34.4 2.3 12.8 15.4 1.2 Onecut1 0.3 0.8 2.3 0.8 1.2 1.4 Gstm4 42.2 96.6 2.3 90.5 136.2 1.5 Supt16h 28.2 64.7 2.3 36.8 41.5 1.1 Shank3 18.8 43.0 2.3 15.3 21.7 1.4 Asb1 5.1 11.6 2.3 4.3 8.8 2.0 Marcksl1 1.1 2.4 2.3 7.8 8.1 1.0 Phlpp2 13.1 30.0 2.3 10.7 17.9 1.7 Phf17 17.7 40.5 2.3 19.0 17.1 0.9 Grwd1 24.3 55.5 2.3 42.8 66.1 1.5 Trpc5 0.3 0.8 2.3 0.3 0.4 1.1 Slc35e4 16.7 38.2 2.3 12.0 16.3 1.4 Dync1li1 22.5 51.3 2.3 22.1 32.6 1.5 Tbc1d10a 6.4 14.6 2.3 6.3 7.3 1.1 Lysmd3 10.6 24.2 2.3 5.4 11.0 2.0 Rorb 1.1 2.4 2.3 2.4 8.2 3.4 Adcy9 13.6 31.1 2.3 10.1 18.6 1.8 Ebf3 15.5 35.1 2.3 6.5 21.9 3.4 Gpd2 103.6 235.6 2.3 80.0 159.7 2.0 Bzw1 10.6 24.0 2.3 22.4 29.7 1.3 Rnf41 41.4 94.0 2.3 46.4 67.7 1.5 Pabpc2 0.7 1.6 2.3 2.1 1.7 0.8 Tceal8 30.2 68.5 2.3 28.8 34.7 1.2 Rpl12 8.7 19.8 2.3 19.4 21.8 1.1 Bex2 203.0 459.6 2.3 214.1 214.5 1.0 Cd63 824.8 1865.5 2.3 946.0 994.7 1.1 Hspa4l 9.2 20.7 2.3 12.3 14.8 1.2 Kras 14.6 32.9 2.3 24.5 27.0 1.1 Pkhd1l1 0.0 0.0 2.3 0.1 0.1 1.1 Zbtb11 12.2 27.6 2.3 14.8 23.8 1.6 Lyn 10.7 24.2 2.3 6.1 8.0 1.3 Actl7b 1.9 4.2 2.3 1.1 1.6 1.4 Tfrc 41.7 94.1 2.3 89.4 124.9 1.4 Abca17 0.0 0.1 2.3 0.1 0.1 1.0 Tbk1 10.6 24.0 2.3 10.8 13.2 1.2 Gorab 3.9 8.8 2.3 3.8 6.7 1.8 Scara5 0.1 0.1 2.3 0.4 1.5 3.7 Cd164 258.4 581.4 2.3 240.1 382.1 1.6 Adam11 0.2 0.4 2.2 0.7 0.4 0.6 Sqstm1 367.8 827.0 2.2 383.3 637.5 1.7 Fam126b 2.2 4.9 2.2 2.1 6.0 2.9 LOC500475 0.2 0.5 2.2 0.6 0.2 0.3 Nfe2 0.1 0.3 2.2 0.1 0.1 1.0 Gpr160 0.2 0.3 2.2 0.1 0.2 3.0 Syt5 180.7 405.0 2.2 245.1 355.1 1.4 RGD1308706 2.6 5.8 2.2 5.5 11.5 2.1 Ufm1 39.3 88.1 2.2 52.7 78.9 1.5 Isg20l2 3.2 7.2 2.2 3.7 6.1 1.6 Selk 21.7 48.6 2.2 14.7 18.8 1.3 Hs3st3a1 0.2 0.5 2.2 0.0 0.3 Rpp25l 38.9 87.0 2.2 60.3 68.0 1.1 Tesk1 21.0 46.9 2.2 25.8 57.8 2.2 Piga 4.3 9.7 2.2 0.9 2.8 3.0 Cetn4 0.5 1.2 2.2 1.0 1.3 1.3 Zfp868 6.2 13.8 2.2 7.3 12.4 1.7 Crybb1 0.3 0.6 2.2 1.3 1.2 1.0 Samd4b 26.6 59.3 2.2 28.4 38.6 1.4 Golga3 1.1 2.5 2.2 1.7 1.8 1.0 Prkx 5.2 11.5 2.2 9.5 17.4 1.8 Rps24 52.5 116.7 2.2 107.5 103.8 1.0 Ddx58 3.2 7.0 2.2 4.7 2.5 0.5 Celf6 7.4 16.5 2.2 4.7 6.3 1.4 Irak3 0.7 1.6 2.2 0.6 0.3 0.6 LOC498750 6.5 14.3 2.2 9.0 7.6 0.8 Atp5d 371.4 823.3 2.2 546.3 874.4 1.6 Sf1 146.4 324.4 2.2 134.6 273.3 2.0 Urgcp 23.2 51.4 2.2 16.5 28.9 1.8 Enah 138.1 305.9 2.2 99.9 146.5 1.5 Olfm1 19.1 42.2 2.2 10.3 18.8 1.8 Mtr 7.7 17.0 2.2 8.5 10.5 1.2 Peli1 2.9 6.5 2.2 3.8 5.3 1.4 Etv1 64.7 142.9 2.2 106.0 171.5 1.6 Eprs 78.2 172.8 2.2 60.4 73.4 1.2 Man2a1 14.8 32.6 2.2 25.6 51.7 2.0 Ostm1 8.6 19.0 2.2 8.1 11.2 1.4 Slc30a7 27.6 60.8 2.2 31.3 75.8 2.4 Ctrb1 2.8 6.1 2.2 9.7 8.9 0.9 Lemd3 12.2 26.8 2.2 10.0 15.6 1.6 Creb3 52.5 115.6 2.2 51.6 84.1 1.6 Hyou1 135.3 298.0 2.2 59.4 75.2 1.3 Hdac5 87.5 192.6 2.2 73.4 72.0 1.0 Lmbrd1 12.8 28.2 2.2 13.7 18.6 1.4 Sfpq 129.7 285.5 2.2 218.1 346.8 1.6 Zfyve9 5.8 12.8 2.2 6.0 6.8 1.1 Pcmtd1 4.3 9.5 2.2 5.1 5.5 1.1 Ankrd9 9.1 20.0 2.2 4.6 10.9 2.4 Slc35d1 12.9 28.3 2.2 20.3 42.8 2.1 LOC100363289 2.5 5.6 2.2 3.3 2.8 0.9 Gfod1 3.9 8.5 2.2 5.1 9.2 1.8 Sytl1 0.3 0.7 2.2 0.2 0.1 0.9 St8sia4 2.1 4.7 2.2 2.3 7.0 3.1 Fam181b 0.4 1.0 2.2 0.1 0.3 2.0 RGD1562310 19.5 42.5 2.2 15.5 32.3 2.1 Nop58 35.7 78.0 2.2 65.3 75.8 1.2 PVR 9.5 20.7 2.2 10.1 26.8 2.7 Fam91a1 22.9 49.9 2.2 27.3 42.3 1.5 Actn4 132.5 289.2 2.2 159.2 267.9 1.7 Orc4 2.9 6.3 2.2 4.2 4.5 1.1 Scx 0.6 1.3 2.2 0.2 0.2 0.7 RT1-CE3 0.6 1.3 2.2 1.3 1.8 1.3 Ptpro 0.3 0.6 2.2 2.3 3.5 1.5 Morf4l2 230.3 499.9 2.2 343.1 393.8 1.1 Agfg1 17.2 37.3 2.2 16.5 30.6 1.9 Ptprn 275.6 597.4 2.2 202.4 346.1 1.7 Sclt1 4.3 9.4 2.2 3.1 3.6 1.2 Syap1 20.0 43.3 2.2 21.2 30.2 1.4 Pdzd8 8.8 19.0 2.2 7.7 19.1 2.5 Tubb4a 113.4 245.3 2.2 111.8 210.0 1.9 Ippk 14.5 31.5 2.2 13.5 18.0 1.3 Nptxr 63.5 137.3 2.2 55.4 88.6 1.6 Trpv3 2.5 5.5 2.2 0.2 0.8 3.5 Anp32e 95.5 206.2 2.2 210.3 189.0 0.9 Sec61a1 237.2 512.0 2.2 223.1 323.2 1.4 Lrrc73 43.6 93.9 2.2 80.4 122.1 1.5 Pcdhga2 0.3 0.6 2.2 0.2 0.6 3.0 Pcsk1 14.3 30.7 2.2 7.4 9.3 1.3 Spata2 19.6 42.0 2.1 15.2 31.4 2.1 Brd1 30.1 64.6 2.1 34.6 51.7 1.5 Lsm5 7.4 15.8 2.1 17.4 14.1 0.8 S100a5 4.1 8.7 2.1 34.8 42.5 1.2 Il17rb 6.4 13.7 2.1 16.9 14.9 0.9 Clock 10.6 22.7 2.1 8.9 15.4 1.7 C1qa 2.7 5.7 2.1 4.9 6.2 1.3 Foxj3 37.4 80.1 2.1 28.7 67.6 2.4 LOC100365935 9.9 21.3 2.1 4.7 3.2 0.7 Slc23a2 10.0 21.3 2.1 9.1 23.8 2.6 Exog 3.1 6.6 2.1 5.5 6.9 1.3 Ccnh 11.3 24.2 2.1 15.4 21.9 1.4 Ift172 11.4 24.4 2.1 6.0 6.5 1.1 Xpot 17.8 38.0 2.1 20.6 22.7 1.1 Tmed7 43.9 93.5 2.1 48.9 73.4 1.5 LOC688869 5.6 11.9 2.1 11.9 7.7 0.6 Pgam1 311.7 664.1 2.1 450.6 716.3 1.6 Smek1 17.0 36.2 2.1 22.3 36.8 1.6 Tdp2 8.0 17.1 2.1 9.6 13.0 1.4 Klf13 13.2 28.0 2.1 7.0 25.1 3.6 Mapk6 25.8 54.9 2.1 22.3 27.4 1.2 Spire1 11.6 24.8 2.1 12.5 15.3 1.2 Scarb1 212.9 452.1 2.1 178.9 269.2 1.5 Kcnab1 0.2 0.3 2.1 0.2 0.3 1.7 Tmie 0.2 0.4 2.1 0.2 0.1 0.6 Neto2 10.9 23.1 2.1 22.0 42.8 1.9 Ttc7 14.7 31.2 2.1 8.2 12.9 1.6 Bop1 38.9 82.4 2.1 57.9 80.1 1.4 Tradd 5.1 10.7 2.1 1.8 3.2 1.8 Eif2c3 5.6 11.9 2.1 6.3 12.2 1.9 Wnk1 78.2 165.3 2.1 53.5 126.7 2.4 Xkr6 1.1 2.4 2.1 0.8 1.9 2.4 Zfp61 36.3 76.8 2.1 17.7 31.2 1.8 Pde7b 1.4 3.0 2.1 5.8 8.5 1.4 Spata25 0.4 0.8 2.1 0.7 0.5 0.7 Rpl19 196.7 415.8 2.1 438.4 529.6 1.2 Etf1 26.1 55.1 2.1 31.3 41.1 1.3 Crnkl1 0.5 1.1 2.1 1.3 0.7 0.6 Sh3bgrl2 5.5 11.6 2.1 6.1 11.5 1.9 Tmem176b 1.1 2.2 2.1 1.6 1.8 1.2 Npm1 65.7 138.3 2.1 150.4 188.4 1.3 Rpl22l1 20.8 43.8 2.1 32.4 38.8 1.2 Scml4 4.4 9.2 2.1 2.0 1.2 0.6 Stk40 34.0 71.5 2.1 26.4 45.0 1.7 Zdhhc5 54.4 114.4 2.1 45.7 73.6 1.6 LOC500625 0.5 1.1 2.1 1.3 1.6 1.2 Ubn1 27.0 56.7 2.1 26.1 36.4 1.4 Txnl1 141.1 295.4 2.1 157.0 227.7 1.5 Clcnka 1.0 2.1 2.1 1.3 1.4 1.1 Rpl11 88.6 185.3 2.1 257.2 250.0 1.0 Adat3 6.2 12.9 2.1 8.8 12.9 1.5 Slc4a7 2.0 4.2 2.1 2.5 6.1 2.4 Hdlbp 72.7 151.9 2.1 75.4 112.7 1.5 Txndc17 20.7 43.3 2.1 26.8 30.4 1.1 LOC500035 5.4 11.2 2.1 5.2 23.4 4.5 Trak1 33.2 69.4 2.1 28.1 46.6 1.7 Zcchc12 67.1 139.9 2.1 57.4 94.9 1.7 Strap 56.7 118.3 2.1 90.8 124.7 1.4 Hsp90b1 466.3 971.0 2.1 375.0 395.7 1.1 Ivns1abp 56.9 118.5 2.1 74.0 98.9 1.3 Pdcd4 43.4 89.9 2.1 54.2 57.4 1.1 LOC500959 5.5 11.4 2.1 10.4 14.0 1.3 Mien1 1.2 2.4 2.1 1.7 2.3 1.4 Ppp4r2 18.0 37.2 2.1 28.7 30.0 1.0 Zfp472 1.8 3.6 2.1 3.8 3.9 1.0 Ywhaz 346.3 715.2 2.1 473.1 656.9 1.4 Zfp131 8.6 17.8 2.1 9.5 12.3 1.3 Pdgfa 15.0 31.1 2.1 16.0 36.0 2.2 LOC687575 146.3 301.9 2.1 210.9 214.8 1.0 Efhd2 7.0 14.5 2.1 9.7 12.9 1.3 Rps29 18.8 38.8 2.1 23.2 32.0 1.4 Tob2 23.4 48.3 2.1 17.9 19.0 1.1 Mthfd2 57.4 118.3 2.1 36.1 68.0 1.9 Clk4 9.3 19.1 2.1 7.5 11.8 1.6 Phf8 8.8 18.1 2.1 7.3 13.4 1.8 Pnmal2 229.2 471.8 2.1 142.7 126.6 0.9 Bdh1 32.4 66.7 2.1 49.2 80.2 1.6 Pom121 81.1 166.8 2.1 80.7 138.5 1.7 Tm4sf4 243.9 501.4 2.1 204.3 315.8 1.5 Entpd6 11.7 24.0 2.1 15.3 19.4 1.3 Plxna2 0.4 0.9 2.1 1.0 1.3 1.3 Tbx15 1.2 2.4 2.1 2.4 2.0 0.8 Ppard 9.6 19.7 2.1 6.9 13.6 2.0 Cyth3 15.0 30.7 2.0 16.8 54.2 3.2 Vps37b 25.4 52.0 2.0 24.5 32.2 1.3 Dkc1 42.9 87.8 2.0 79.6 97.6 1.2 Usp9x 27.4 56.0 2.0 27.4 40.0 1.5 Hnrpdl 78.2 160.1 2.0 110.7 165.3 1.5 Rab11fip1 5.4 11.0 2.0 4.4 8.3 1.9 Pde3b 50.8 103.8 2.0 23.9 45.5 1.9 LOC686295 2.4 4.9 2.0 2.9 3.8 1.3 Fn1 417.3 852.9 2.0 118.1 320.4 2.7 Kdm1b 4.5 9.1 2.0 5.7 8.1 1.4 Agt 2.6 5.2 2.0 2.6 4.7 1.8 Taf1a 4.4 9.0 2.0 5.0 6.7 1.3 Mef2d 71.5 146.0 2.0 95.8 175.0 1.8 Fmc1 12.7 26.0 2.0 26.7 28.5 1.1 Rap2a 6.6 13.5 2.0 5.9 12.9 2.2 Rab3gap2 26.0 53.1 2.0 22.7 29.1 1.3 Gars 215.3 439.6 2.0 175.8 308.1 1.8 Ccni 118.6 242.1 2.0 156.2 240.1 1.5 Bhlha15 31.3 63.9 2.0 10.3 10.9 1.1 Canx 118.5 241.6 2.0 117.7 134.4 1.1 Nolc1 90.2 183.8 2.0 159.3 192.8 1.2 LOC683722 6.0 12.3 2.0 4.4 7.9 1.8 Ormdl3 140.9 286.8 2.0 119.0 128.5 1.1 Sncaip 3.7 7.4 2.0 3.4 4.9 1.4 Snapc1 2.3 4.6 2.0 2.3 2.7 1.2 Hmcn1 0.0 0.0 2.0 0.1 0.0 0.3 Myof 0.0 0.0 2.0 0.1 0.1 0.6 Btg3 71.9 145.9 2.0 51.0 63.0 1.2 Stard8 0.2 0.3 2.0 0.2 0.4 2.3 Nckap1l 0.1 0.2 2.0 2.0 1.8 0.9 Megf10 0.0 0.1 2.0 0.0 0.2 Plcb2 0.0 0.1 2.0 0.0 0.0 1.0 Il13ra1 0.1 0.3 2.0 0.2 0.2 1.0 Rpl17 58.0 117.5 2.0 128.6 126.3 1.0 Pabpc6 0.0 0.1 2.0 0.0 0.1 4.4 Epha3 0.1 0.1 2.0 0.1 0.0 0.5 Tomm20 44.5 90.1 2.0 49.5 70.0 1.4 Lrfn5 0.1 0.1 2.0 0.1 0.2 1.2 Gabre 0.1 0.1 2.0 0.0 0.0 Hspd1 23.5 47.6 2.0 63.0 63.0 1.0 Kif9 0.1 0.3 2.0 0.1 0.0 0.7 Map3k4 12.6 25.4 2.0 16.9 22.7 1.3 Hs3st2 0.3 0.6 2.0 0.4 1.0 2.6 Otop3 0.1 0.1 2.0 0.1 0.0 0.0 Accsl 0.1 0.3 2.0 0.1 0.1 0.9 Msn 0.6 1.2 2.0 3.1 3.2 1.0 Chd1 10.3 20.8 2.0 17.2 24.3 1.4 Ahi1 16.1 32.6 2.0 12.3 18.6 1.5 Bysl 27.8 56.1 2.0 38.3 56.8 1.5 Epor 0.1 0.2 2.0 0.1 0.1 1.0 Spon2 0.4 0.7 2.0 0.4 0.3 0.7 Zfp385d 0.1 0.2 2.0 0.3 0.1 0.2 Twistnb 4.0 8.1 2.0 5.9 9.1 1.5 Hnrnpa1 16.9 34.2 2.0 24.6 35.4 1.4 Rrs1 19.0 38.4 2.0 46.4 71.4 1.5 Chrne 0.1 0.2 2.0 0.2 0.0 0.0 Smad1 24.0 48.4 2.0 20.9 29.8 1.4 RGD1311084 0.1 0.2 2.0 0.0 0.0 Rho 0.1 0.2 2.0 0.1 0.1 0.7 Sgce 0.1 0.2 2.0 0.3 0.3 0.8 T2 0.1 0.2 2.0 0.1 0.1 0.7 Tmem114 0.1 0.2 2.0 0.0 0.0 Tpp2 6.0 12.0 2.0 9.8 12.3 1.3 Smad3 2.8 5.7 2.0 2.2 1.6 0.7 Ctf1 0.1 0.2 2.0 0.2 0.4 1.8 Hspa4 68.7 138.6 2.0 91.8 113.8 1.2 Icam2 0.1 0.2 2.0 0.2 0.0 0.0 Fam49a 0.1 0.2 2.0 0.2 0.1 1.0 Nkx2-2 95.3 192.1 2.0 43.0 93.4 2.2 Kcnj13 0.7 1.4 2.0 0.3 0.8 3.0 Ggt5 0.1 0.3 2.0 0.0 0.0 Zfp830 10.1 20.4 2.0 15.4 17.0 1.1 Pdrg1 21.6 43.4 2.0 28.6 28.6 1.0 Notch4 0.5 0.9 2.0 0.4 0.6 1.7 Acpt 0.1 0.3 2.0 0.1 0.2 3.0 Il28ra 5.0 10.0 2.0 4.0 6.8 1.7 Cxcl2 0.5 1.0 2.0 0.4 1.2 3.2 Syp 370.0 744.1 2.0 292.1 447.7 1.5 Pde4dip 30.7 61.8 2.0 21.0 29.3 1.4 Srp54 19.9 40.0 2.0 24.2 27.8 1.1 Gnmt 0.2 0.4 2.0 0.0 0.0 Acsl4 14.3 28.6 2.0 15.5 24.1 1.6 Ficd 44.8 89.9 2.0 13.4 15.9 1.2 Gzmm 0.2 0.4 2.0 0.5 0.0 0.0 Gnl3 15.5 31.0 2.0 17.5 23.1 1.3 RGD1309079 0.5 1.1 2.0 0.6 0.8 1.3 Kcnb1 24.3 48.7 2.0 15.9 13.1 0.8 Rpl7a 0.2 0.4 2.0 0.3 0.7 2.5 LOC689959 8.9 17.9 2.0 7.9 7.2 0.9 Hmga2 0.2 0.5 2.0 0.4 0.0 0.0 Tex38 0.2 0.5 2.0 0.5 0.1 0.3

Having seen that chronic glucose exposure disrupts PKA activity without affecting cAMP accumulation, the inventors considered the involvement of a Protein Kinase A Inhibitor (PKI) in this process. Consisting of three closely related polypeptides (PKIA, PKIB, PKIG) the PKIs have been shown to bind with high specificity and affinity to PKA; they also contain a potent nuclear export signal that maintains PKA in the cytoplasm (Taylor et al., 2005) (Fantozzi et al., 1994; Wen et al., 1994; Wen et al., 1995). PKIB was selectively upregulated in INS1 cells and cultured pancreatic islets following prolonged exposure to high glucose (FIGS. 9a and 9b ). Indeed, PKIB mRNA and protein amounts were also increased in pancreatic islets but not other metabolic tissues from HFD and HCD fed mice relative to controls (FIG. 3f ; FIGS. 9c and 9d ).

In immunohistochemical studies, PKIB was detected in beta cells of the pancreatic islets, but not in surrounding glucagon producing alpha cells or in acinar cells of the exocrine pancreas (FIG. 9e ). Similar to its effects in mouse islets, chronic glucose exposure also promoted PKIB expression in human islets, thereby attenuating CREB phosphorylation and target gene expression (FIGS. 9f-9j ).

Based on its proposed role in nuclear export, it was reasoned that PKIB may reduce CREB phosphorylation by blocking the nuclear accumulation of PKA. Supporting this idea, exposure to FSK promoted an increase in nuclear amounts of PKA catalytic subunit in INS1 cells maintained under low glucose conditions but not in cells maintained on high glucose (FIG. 3g ).

Although PKI potently inhibits PKA activity, the importance of this pathway for insulin secretion is unclear, as increases in circulating glucose modulate insulin secretion primilary through calcium signaling. In that event, the PKIB would cause only modest changes in circulating glucose and insulin concentrations. To evaluate the effects of this inhibitor on glucose homeostasis, the inventors employed a double stranded AAV8 vector expressing PKIB under control of the mouse insulin promoter, which targets transgene expression specifically to beta cells. Over-expression of AAV8-encoded PKIB in MIN6 insulinoma cells reduced PKA activity and correspondingly disrupted CREB phosphorylation in response to FSK treatment (FIG. 4a ). Following intra-peritoneal administration, a control AAV-MIP-EGFP virus was expressed in pancreatic islets but not other tissues such as liver and testis (FIG. 4b ). Ad libitum circulating glucose concentrations increased progressively over a 6 weeks period in mice expressing AAV encoded PKIB (FIGS. 4c and 4d ). Although their body weights were identical to controls, PKIB-over-expressing animals became relatively glucose intolerant and they had lower circulating concentrations of insulin in response to oral glucose tolerance testing, indicating that PKIB expression is sufficient to disrupt beta cell function (FIGS. 4e and 4f ).

Mice with a knockout of PKIB were used to determine whether the upregulation of this inhibitor in response to high fat diet feeding contributes to the deterioration in pancreatic islet function. Although they were otherwise unremarkable (Belyamani et al., 2001), NC-fed PKIB KO mice were modestly more glucose tolerant relative to wild-type littermates by OGTT (FIG. 10a ). When placed on a HFD, however, PKIB mutants had lower fasting blood glucose concentrations and were substantially more glucose tolerant (FIG. 5a , FIGS. 10b-10d ). Moreover, circulating insulin concentrations rose 3-fold in PKIB knockout mice following glucose administration, but they remained unchanged in controls (FIG. 5b ). Similarly, MafA expression was strongly reduced in pancreatic sections from control mice following HFD-feeding, but it remained high in PKIB KO mice (FIG. 5c ). Taken together, these results demonstrate that the upregulation of PKIB in insulin resistance disrupts beta cell CREB activity and insulin secretion.

In the setting of insulin resistance, chronic hyperglycemia is thought to promote beta cell hypertrophy in part through the induction of the energy sensing kinase mTOR. Indeed, prolonged exposure of pancreatic islets to glucose or FSK triggers the mTORC1-dependent activation of HIF-1α (Van de Velde et al., 2011) in beta cells, prompting the evaluation of the role of this pathway in mediating the induction of PKIB. Exposure of INS1 cells to glucose or FSK increased HIF-1α protein amounts after 12-24 hours followed by increases in PKIB protein amounts (FIG. 5d ).

Consistent with a requirement for mTOR activity, exposure to the mTORC1 inhibitor rapamycin effectively blocked the upregulation of PKIB in cells exposed to FSK (FIG. 5e ). Moreover, RNAi-mediated depletion of HIF-1α also disrupted PKIB induction, whereas HIF-1α over-expression potentiated it (FIG. 5f , FIGS. 10e and 10f ). The effect of HIF on PKIB expression appears direct; HIF1 protein amounts over consensus binding sites on the PKIB promoter increased following prolonged but not short term FSK treatment of INS1 cells by ChIP assay (FIG. 5g ). Indeed, selective induction of endogenous HIF1, by administration of the prolyl hydroxylase inhibitor DMOG, also upregulated PKIB expression, demonstrating that HIF is sufficient for induction of PKIB in beta cells (FIGS. 10g and 10h ).

Taken together, the results show how CRTC2 mediates effects of incretin hormones through upregulation of MafA and other CREB target genes that promote insulin gene expression and secretion (FIG. 5h ). In response to nutrient stress, GLP1 and glucose promote pancreatic islet function through increases in mTORC1 activity that culminate in the induction of the HIF pathway. When insulin resistance is prolonged, HIF1 inhibits CREB activity by stimulating the expression of PKIB and blocking the activation of PKA (FIG. 5h ). Although prolonged exposure to FSK led to induction of PKIB in cultured islets, chronic treatment of insulin-resistant mice with GLP-1R agonist improved glucose intolerance in vivo (Irwin et al., 2009). Incretin signaling accounts for a large fraction of post-prandial glucose disposal, and the attenuation of this pathway in type II diabetes is thought to contribute significantly to the increased glucose excursions that are characteristic of this disease (Holst et al., 2011). Indeed, a sizable percentage of type II diabetic patients appear to be unresponsive to GLP1 agonist therapy (Buysschaert et al., 2012; Hall et al., 2013; Preumont et al., 2012), potentially reflecting the upregulation of PKIs. Although the mechanism is unclear, PKIA also appears to be upregulated in pancreatic islets from type II diabetic individuals (Gunton et al., 2005). Reducing the expression of PKIs in beta cells may provide therapeutic benefit in this setting.

EXAMPLE 2 Materials and Methods

Animals

All studies except for high fat and high carbohydrate diets studies were performed using 10 to 12 weeks old males mice in a C57Bl6 background. Animals were adapted to their environment for 1 week before studies and were housed in colony cages with a 12 hours light/12 hours dark cycle in a temperature-controlled environment. C57BL6 were purchased from Jackson laboratories. For high fat diet studies, C57BL6 mice were fed with high fat diet for 20 weeks beginning at 8 weeks of age (60% kcal fat, D12492, Research Diet Inc). Age-matched C57BL6 on normal chow were used as controls. For high carbohydrate diet studies, 8 weeks old males C57BL6 where maintain in diet with 73% carbohydrate during 10 weeks (AIN-93M, Resarch Diet Inc). PKIB mice were purchased from MMRRC (B6.129P2-Pkib^(tm1Idz)/Mmmh) MIP-CreERT mice were a gift from Dr. Phillipson of the University of Chicago. The CRTC2^(flox/flox) mice are homozygous for a “floxed” CRTC2 allele in which CRTC2 exons 1 and 5 are flanked by loxP target sites for Cre recombinase. Animal studies were approved by the Institutional Animal Care and Use Committee (IACUC) at the Salk Institute.

In Vivo Analysis

At 10 weeks of age, CRTC2 flox/flox MIP-Cre/ERT mice (MIP-T2 KO mice) were fed with tamoxifen (sigma, T5648) dissolved in corn oil at 100 mg/kg body weight (once per day for 5 days). Following tamoxifen administration, the mice were housed for 5-10 days before being used and analyzed for Cre-recombinase activity. MIP-T2 KO mice fed with corn oil were used as controls. Following an overnight fast, mice were administered glucose (1 g/Kg) by oral gavage or by i.p., and glucose levels were measured every 30 minutes over a 3 hours period. Insulin tolerance was tested by i.p. injection of 6-hour fasted mice with 1 U/Kg of insulin (Humulin R, Eli Lilly) followed by blood glucose measurements every 15 minutes until 1 hour. For insulin dosage, blood was taking from the tail vein after 10 minutes of glucose gavage. dsAAV infections were carried out at a dose of a 4×10¹¹ genomes (vg) per mouse. Viruses were administrated intraperitoneally in a total volume of 800 μL of sterile saline solution containing 5% sorbitol.

Cell Culture and cAMP Measurement

INS-1 insulinoma cells were cultured in RPMI (corning cellgro) containing 10% fetal bovine serum (Gemini Bio Products), 100 μg/mL penicillin-streptomycin and 1 mM sodium pyruvate (corning cellgro). MIN6 cells were grown in DMEM (corning cellgro) with 10% FBS, 100 μg/mL penicillin-streptomycin and 70 uM beta-mercaptoethanol. For chronic glucose experiments, cells were maintained under low (2.8 mM) or high (20 mM) glucose for 3 days. Exendin-4 (10 nM), Forskolin (10 μM), KCl (40 mM), DMOG (1 mM) and rapamycin (50 nM) were added to cells as indicated. Cellular cAMP levels were measured using an ELISA kit (Cayman Chemical Company) according to manufacturer's instructions.

RNA Interference

The sequences of the oligonucleotides used for target rat mafA were as follows: 5′-GAGGAUCUGUAVUGGAUGA-3′ (SEQ ID NO: 69) and 5′ UCAUCCAGUACAGAUCCUC-3′ (SEQ ID NO: 70). As for a negative control, RNA duplexes targeting GFP were used: 5′-GCAAGCUGACCCUGAAGUUC-3′ (SEQ ID NO: 71); and 5′-GAACUUCAGGGUCAGCUUGC-3′ (SEQ ID NO: 72). After annealing 100 pmol of synthetic RNA duplex using Lipofectamine 2000 reagent (Invitrogen) per well (6 well plates) and cells were harvest 48 hours later.

Islet Isolation and Human Islets

Briefly, pancreata from 10 to 12 weeks old mice were injected with liberase (0.2 mg/mL, Roche Applied Science) and digest at 37° C. for 15 minutes. Preparations were washed with Hank's buffered salt solution and the dissociated islets were purified on histopaque gradients (Sigma Aldrich) and cultured in RPMI with 10% FBS for 3 days before testing. Human islets were supplied by the Integrated islets Distribution Program (IIDP) (http://iidp.coh.org/). Donor's information is listed in Table 3 below.

TABLE 3 Human islets donor's information. Donor ID Age Gender BMI Race Cause of death AAI4274 42 Male 22.76 African American Anoxia AAJX077 59 Male 23.5 N/A Stroke

Insulin Secretion:

INS-1 cells or primary islets were starved 2 hours in Krebs-Ringer Bicarbonate Hepes buffer (KRBH) containing 0.2% BSA and exposed to 2.8 mM or 20 mM glucose with or without FSK (10 μM) or exendin 4 (10 nM) for 1 hour. Insulin release and content were measured using the ultrasensitive insulin ELISA kit (Mercodia). Results are presented as insulin secretion (ng/mL) per hour normalized to insulin content. Insulin content is normalized to DNA. Insulin dosage in vivo, was assayed using the ultra sensitive mouse insulin ELISA (Crystal Chem).

Adenoviruses

For adenoviruses construction, cDNA were subcloned in the pAdTRACK vector. Rat PKIB cDNA was obtained by PCR using primers 5′-CATCTCGAGATGAGGACAGATTC (sense; SEQ ID NO: 73) and 5′-CATGGTACCTTATTTGT CTTCGTCTAG (anti-sense; SEQ ID NO: 74), which introduces XhoI and KpnI sites (underlined) respectively. Complete viral vectors were generated by homologous recombination with the AdEASY vector as described (Koo et al., 2005). The MafA adenovirus was a gift from Dr. Matsuoka TA. Adenoviruses were then produced in MGH cells and purified using CsCl gradients. dsAAV-MIP-EGFP was a gift from Dr. Paul D. Robbins of the University of Pittsburgh. Mouse PKIB cDNA was obtained by PCR using primers 5′-CATACCGGTATGAGGACAGATTCATCAGA (sense; SEQ ID NO: 75) and

(anti-sense; SEQ ID NO: 76) 5′-CATGCGGCCGCTCATTTTCCTTCATTTAG, which introduces AgeI and NotI (underlined) respectively. The dsAAV virus expressing mouse PKIβ was generated by excising EGFP with restriction enzymes AgeI and NotI. Recombinant dsAAV vectors were generating according to the triple transfection protocol using AAV8 serotype.

Real-Time Quantitative PCR and RNAseq

Total RNAs from cells or primary islets were extracted using Trizol and cDNA was generated using the Transcriptor First Strand cDNA Synthesis kit (Roche Applied Science). cDNAs were quantified on a lightcycler 480 instrument (Roche Applied Science). Gene expression data were presented relative to the expression of housekeeping gene L32 (rat samples) and 18S (mouse and human islets). Primer sequences are listed in Table 4 below. RNA-Seq libraries were prepared using the mRNA isolation protocol and the NEBNext-Ultra kits from New England Biolabs following the manufacturer's protocols. Libraries were quantitated by Qubit (Invitrogen), and run on a MiSeq instrument with paired-end 75 bp reads using v3 chemistry (Illumina) Data were analyzed by tophat2 and cuffdiff against the mouse mm10 genome build. The GEO accession number for RNAseq studies reported in the paper is GSE60158.

TABLE 4 Oligonucleotides used for Q-PCR analysis Target cDNA (rat) Primer sequence (SEQ ID NOs: 17-34) GLP1R Fw 5′-CTGCTTTGTCAACAATGAGGTC-3′ Rev 5′-GTCCCTCTGGATGTTCAAGC-3′ IRS2 Fw 5′-TCATGGGCATGTAGCCATCA-3′ Rev 5′-TCTCCCAAAGTGGCCTAC-3′ L32 Fw 5′-GAAAACCAAGCACATGCTGC-3′ Rev 5′-TTGTTGCACATCAGCAGCAC-5′ MafA Fw 5′-GAGAAGTGCCAGCTCCAGA-3′ Rev 5′-TACAGGTCCCGCTCCTTG-3′ Nr4a2 Fw 5′-CTACCTGTCCAAACTGTTGG-3′ Rev 5′-GGTAAGGTGTCCAGGAAAAG-3′ PC Fw 5′-AGTTCCGTGTCCGAGGTGTA-3′ Rev 5′-TGCTGGTTGTTGAGCACATT-3′ Pdx1 Fw 5′-AAAACCGTCGCATGAAGTGG-3′ Rev 5′-CCCGCTACTACGTTTCTTATCT-3′ PKIβ Fw 5′-GTCCCTCTGGATGTTCAAGC-3′ Rev 5′-GAAAACCAAGCACATGCTGC-3′ RGS2 Fw 5′-GCGCTTCCTCAGGAGAAGGCT-3′ Rev 5′-AACGGCCCCAAGGTCGAGGA-3′ Target cDNA (mouse) Primer sequence (SEQ ID NOs: 35-52) 18S Fw 5′-GTTCCGACCATAAACGATGCC-3′ Rev 5′-TGGTGGTGCCCTTCCGTCAAT-3′ GLP1R Fw 5′-CTGCCCAGCAACACCAGT-3′ Rev 5′-CAGTCGGCAGCCTAGAGAGT-3′ IRS2 Fw 5′-TCCAGGCACTGGAGCTTT-3′ Rev 5′-GGCTGGTAGCGCTTCACT-3′ MafA Fw 5′-AGGCCTTCCGGGGTCAGAG-3′ Rev 5′-TGGAGCTGGCACTTCTCGCT-3′ Nr4a2 Fw 5′-TCAGAGCCCACGTCGATT-3′ Rev 5′-TAGTCAGGGTTTGCCTGGAA-3′ PC Fw 5′-GTTCCGTGTCCGAGGTGTAA-3′ Rev 5-AACTGGGTGTCCACTGTGC-3′ Pdx1 Fw 5′-CTTAACCTAGGCGTCGCACAA-3′ Rev 5′-GAAGCTCAGGGCTGTTTTTCC-3′ PKIβ Fw 5′-TCTGATCTATGGAAATGAAAATAACAG-3′ Rev 5′-GGTTTCAGGGGCTTTATGGT-3′ RGS2 Fw 5′-AGAAAATGAAGCGGACACTCTT-3′ Rev 5′-TTGCCAGTTTTGGGCTTC-3′ Target cDNA (human) Primer sequence (SEQ ID NOs: 53-64) 18S Fw 5′-GTTCCGACCATAAACGATGCC-3′ Rev 5′-TGGTGGTGCCCTTCCGTCAAT-3′ IRS2 Fw 5′-TTCTTGTCCCACCACTTGAA-3′ Rev 5′-CTGACATGTGACATCCTGGTG-3′ MafA Fw 5′-AGCGAGAAGTGCCAACTCC-3′ Rev 5′-TTGTACAGGTCCCGCTCTTT-3′ Nr4a2 Fw 5′-AACTGCACTTCGGCAGAGTT-3′ Rev 5′-AAAAGCAATGGGGAGTCCA-3′ PKIβ Fw 5′-GGCTGGAGTCATGCTATACTGAA-3′ Rev 5′-ATGAATCTGTCCTCATAGCAACAT-3′ RGS2 Fw 5′-CAAACAGCAAGCTTTCATCAAG-3′ Rev 5′-AGCCCTGAATGCAGCAAG-3′

Chromatin Immunoprecipitation

INS-1 cells were plated on 15 cm dishes and exposed to forskolin as specified. Chromatin immunoprecipitation with HIF-1α, CREB, P-CREB and CRTC2 antisera was performed as described (Ravnskjaer et al., 2007). Oligonucleotides used for ChIP analysis are listed in Table 5, below.

TABLE 5 Oligonucleotides used for Q-PCR analysis Target enhancer region (rat) Sequence (SEQ ID NOs: 65-68) MafA Fw 5′-CGGTCTGGATCTGGAATTCTGGGA-3′ Rev 5′-GCCACAAGGAGAACACGGAGGG-3′ PKIβ Fw 5′-CCCATCTCCACAACGTCACA-3′ Rev 5′-CGGAAAGGCGAGAAAGAAGC-3′

Protein Analysis:

Total protein from cultured cells or primary islets was extracted in a Tris-HCl buffer containing 0.5% NP40, protease and phosphatase inhibitors. Proteins were quantified using Bradford reagent and separated using SDS-PAGE. For cellular fractionation, cells were resuspended in hypotonic lysis buffer (40 mM TrisHCl PH 7.4, 10 mM NaCl, 1 mM EDTA with DTT and protease inhibitors). Cells were lysed using a dounce homogenizer and centrifuged. Cytosolic supernatants were collected. Nuclear pellets were washed 3 times and resuspended in nuclear extraction buffer (40 mM TrisHCl PH 7.4, 420 mM NaCl, 10% Glycerol, 1 mM EDTA). Samples were sonicated and centrifuged. Nuclear supernatants were collected.

Histology

After antigen retrieval, 10 μm frozen pancreatic sections were incubated with the indicated antibodies overnight and with fluorophore conjugated secondary antibody and DAPI for 1 h. Sections were mounted with PBS 70% and analysed in a Zeiss VivaTome.

Antisera

Antibodies used for immunoblotting, ChIP and Immunofluorescence are indicated in alphabetical order: glucagon (G2654, Sigma Aldrich), HIF-1α (10006421, Cayman chemical), insulin (180067, ZYMED laboratories), MafA (NB400-137, Novus), PKAa cat (sc-903, Santa Cruz Biotechnology Inc.), PKIB (NBP1-74255, Novus Biologicals), PKIB (IF) (NBP1-55720, Novus Biologicals), pLKB1 (pSer428) (C67A3, Cell Signalling Technology), Phospho PKA substrates (100G7E, Cell Signalling Technology), Tubulin (05-829, Millipore). For CREB, pCREB (pSer133), and CRTC2 detection, rabbit polyclonal antibodies were raised against their respective antigens.

Statistical Analysis

All mice used in experiments were around 10-12 weeks old except mice in HFD or HCD. Whenever possible, littermates of appropriate genotype were used as age-matched controls. The number of mice per experiment was limited by the availability of the required genotype and age. Criteria of exclusion were: 1) gender and age 2) evident signs of disease. 3) spontaneous natural death during the experiment. Sample size (number of mice, islets and cells) is within the range of published literature. All results are presented as means±SEM (standard error of mean). Statistical analysis were performed with unpaired Student's t-test. Differences were considered statistically significant at p<0.05 (*p<0.05; **p<0.01 and ***p<0.001).

All of the methods disclosed and claimed herein can be made and executed without undue experimentation in light of the present disclosure. While the compositions and methods of this invention have been described in terms of preferred embodiments, it will be apparent to those of skill in the art that variations may be applied to the methods and in the steps or in the sequence of steps of the method described herein without departing from the concept, spirit and scope of the invention. More specifically, it will be apparent that certain agents which are both chemically and physiologically related may be substituted for the agents described herein while the same or similar results would be achieved. All such similar substitutes and modifications apparent to those skilled in the art are deemed to be within the spirit, scope and concept of the invention as defined by the appended claims.

REFERENCES

The following references, to the extent that they provide exemplary procedural or other details supplementary to those set forth herein, are specifically incorporated herein by reference.

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What is claimed is:
 1. A method for treating a diabetic subject resistant to a Glucagon-like peptide-1 (GLP1) agonist therapy comprising administering an effective amount of a PKIB pathway inhibitor to the subject, wherein the PKIB pathway inhibitor is selected from the group consisting of an inhibitor of PKIB, a mTOR inhibitor and a HIF inhibitor.
 2. The method of claim 1, wherein the subject has been diagnosed with Type II Diabetes.
 3. The method of claim 1, wherein the subject is resistant to Exenatide, Liraglutide, Taspoglutide, Albiglutide and/or Lixisenatide.
 4. The method of claim 1, wherein the subject is a human subject.
 5. The method of claim 1, further comprising administering to the subject a GLP1 agonist.
 6. The method of claim 1, wherein the PKIB pathway inhibitor is a mTOR inhibitor.
 7. The method of claim 6, wherein the mTOR inhibitor is sirolimus, everolimus, temsirolimus, or rapamycin.
 8. The method of claim 1, wherein the PKIB pathway inhibitor is an inhibitor of PKIB.
 9. The method of claim 8, wherein the inhibitor of PKIB is an inhibitory nucleic acid.
 10. The method of claim 9, wherein the inhibitory nucleic acid is a complementary to all or part of the sequence of SEQ ID NO: 2, SEQ ID NO: 4, SEQ ID NO: 5, SEQ ID NO: 6, SEQ ID NO: 7or SEQ ID NO:
 8. 11. The method of claim 9, wherein the inhibitory nucleic acid is a siRNA or dsRNA.
 12. The method of claim 1, wherein the PKIB pathway inhibitor is a HIF inhibitor.
 13. The method of claim 1, wherein the HIF inhibitor is FG-4592, IOX2, 2-Methoxyestradiol (2-MeOE2), CL67, CAY10585 (CAS 934593-90-5), sc-205346 (CAS 934593-90-5), Chetomin (CAS 1403-36-7) or Chrysin (CAS 480-40-0).
 14. The method of claim 1, wherein the subject has been determined to be resistant to the Glucagon-like peptide-1 (GLP1) agonist therapy.
 15. The method of claim 5, wherein the GLP1 agonist is Exenatide, Liraglutide, Taspoglutide, Albiglutide or Lixisenatide. 